{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<h1> Using MOMENT for Unsupervised Representation Learning</h1>\n",
    "<hr>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Contents\n",
    "### 1. A Quick Introduction to Representation Learning\n",
    "### 2. Loading MOMENT\n",
    "### 3. Getting Representations\n",
    "### 4. What is MOMENT learning?\n",
    "#### &nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; 4.1 Results Interpretation"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 1. A Quick Introduction to Representation Learning\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Learning universal representation for time series is an important and challenging problem. In this tutorial, we will show you how you can use MOMENT to get useful embeddings from time series data. \n",
    "\n",
    "Mathematically, our the unsupervised representation learning problem is as follows:\n",
    "\n",
    "**Problem**: Given a time-series $T = [x_1, ..., x_L], \\ x_i \\in \\mathbb{R}^{C}$ of length $L$ with $C$ channels (sensors or variables), the representation learning problem involves learning representations that effectively capture the temporal dynamics of time series data. \n",
    "\n",
    "In this tutorial, we will learn these representations without any labeled data (unsupervised representation learning). We will also learn instance-level representations i.e. learn a fixed-dimensional representation for a time series sequence, instead of learning representation for each individual time step. "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 2. Loading MOMENT\n",
    "\n",
    "We will first install the MOMENT package, load some essential packages and the pre-trained model. \n",
    "\n",
    "MOMENT can be loaded in 4 modes: (1) `reconstruction`, (2) `embedding`, (3) `forecasting`, and (4) `classification`.\n",
    "\n",
    "In the `reconstruction` mode, MOMENT reconstructs input time series, potentially containing missing values. We can solve imputation and anomaly detection problems in this mode. This mode is suitable for solving imputation and anomaly detection tasks. During pre-training, MOMENT is trained to predict the missing values within uniformly randomly masked patches (disjoint sub-sequences) of the input time series, leveraging information from observed data in other patches. As a result, MOMENT comes equipped with a pre-trained reconstruction head, enabling it to address imputation and anomaly detection challenges in a zero-shot manner! Check out the `anomaly_detection.ipynb` and `imputation.ipynb` notebooks for more details!\n",
    "\n",
    "In the `embedding` model, MOMENT learns a $d$-dimensional embedding (e.g., $d=1024$ for `MOMENT-1-large`) for each input time series. These embeddings can be used for clustering and classification. MOMENT can learn embeddings in a zero-shot setting! Check out `classification.ipynb` notebook for more details! \n",
    "\n",
    "The `forecasting` and `classification` modes are used for forecasting and classification tasks, respectively. In these modes, MOMENT learns representations which are subsequently mapped to the forecast horizon or the number of classes, using linear forecasting and classification heads. Both the forecasting and classification head are randomly initialized, and therefore must be fine-tuned before use. Check out the `forecasting.ipynb` notebook for more details!"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "!pip install numpy pandas scikit-learn matplotlib tqdm\n",
    "!pip install git+https://github.com/moment-timeseries-foundation-model/moment.git"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "from momentfm import MOMENTPipeline\n",
    "\n",
    "model = MOMENTPipeline.from_pretrained(\n",
    "    \"AutonLab/MOMENT-1-large\", \n",
    "    model_kwargs={'task_name': 'embedding'}, # We are loading the model in `embedding` mode to learn representations\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "MOMENTPipeline(\n",
      "  (normalizer): RevIN()\n",
      "  (tokenizer): Patching()\n",
      "  (patch_embedding): PatchEmbedding(\n",
      "    (value_embedding): Linear(in_features=8, out_features=1024, bias=False)\n",
      "    (position_embedding): PositionalEmbedding()\n",
      "    (dropout): Dropout(p=0.1, inplace=False)\n",
      "  )\n",
      "  (encoder): T5Stack(\n",
      "    (embed_tokens): Embedding(32128, 1024)\n",
      "    (block): ModuleList(\n",
      "      (0): T5Block(\n",
      "        (layer): ModuleList(\n",
      "          (0): T5LayerSelfAttention(\n",
      "            (SelfAttention): T5Attention(\n",
      "              (q): Linear(in_features=1024, out_features=1024, bias=False)\n",
      "              (k): Linear(in_features=1024, out_features=1024, bias=False)\n",
      "              (v): Linear(in_features=1024, out_features=1024, bias=False)\n",
      "              (o): Linear(in_features=1024, out_features=1024, bias=False)\n",
      "              (relative_attention_bias): Embedding(32, 16)\n",
      "            )\n",
      "            (layer_norm): T5LayerNorm()\n",
      "            (dropout): Dropout(p=0.1, inplace=False)\n",
      "          )\n",
      "          (1): T5LayerFF(\n",
      "            (DenseReluDense): T5DenseGatedActDense(\n",
      "              (wi_0): Linear(in_features=1024, out_features=2816, bias=False)\n",
      "              (wi_1): Linear(in_features=1024, out_features=2816, bias=False)\n",
      "              (wo): Linear(in_features=2816, out_features=1024, bias=False)\n",
      "              (dropout): Dropout(p=0.1, inplace=False)\n",
      "              (act): NewGELUActivation()\n",
      "            )\n",
      "            (layer_norm): T5LayerNorm()\n",
      "            (dropout): Dropout(p=0.1, inplace=False)\n",
      "          )\n",
      "        )\n",
      "      )\n",
      "      (1-23): 23 x T5Block(\n",
      "        (layer): ModuleList(\n",
      "          (0): T5LayerSelfAttention(\n",
      "            (SelfAttention): T5Attention(\n",
      "              (q): Linear(in_features=1024, out_features=1024, bias=False)\n",
      "              (k): Linear(in_features=1024, out_features=1024, bias=False)\n",
      "              (v): Linear(in_features=1024, out_features=1024, bias=False)\n",
      "              (o): Linear(in_features=1024, out_features=1024, bias=False)\n",
      "            )\n",
      "            (layer_norm): T5LayerNorm()\n",
      "            (dropout): Dropout(p=0.1, inplace=False)\n",
      "          )\n",
      "          (1): T5LayerFF(\n",
      "            (DenseReluDense): T5DenseGatedActDense(\n",
      "              (wi_0): Linear(in_features=1024, out_features=2816, bias=False)\n",
      "              (wi_1): Linear(in_features=1024, out_features=2816, bias=False)\n",
      "              (wo): Linear(in_features=2816, out_features=1024, bias=False)\n",
      "              (dropout): Dropout(p=0.1, inplace=False)\n",
      "              (act): NewGELUActivation()\n",
      "            )\n",
      "            (layer_norm): T5LayerNorm()\n",
      "            (dropout): Dropout(p=0.1, inplace=False)\n",
      "          )\n",
      "        )\n",
      "      )\n",
      "    )\n",
      "    (final_layer_norm): T5LayerNorm()\n",
      "    (dropout): Dropout(p=0.1, inplace=False)\n",
      "  )\n",
      "  (head): Identity()\n",
      ")\n"
     ]
    }
   ],
   "source": [
    "model.init()\n",
    "print(model)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of parameters: 341231104\n"
     ]
    }
   ],
   "source": [
    "# Number of parameters in the encoder\n",
    "num_params = sum(p.numel() for p in model.encoder.parameters())\n",
    "print(f\"Number of parameters: {num_params}\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 3. Getting Representations\n",
    "\n",
    "Let's begin by performing a forward pass through MOMENT and examining its outputs!\n",
    "\n",
    "MOMENT takes 3 inputs: \n",
    "1. An input time series of length $T=512$ timesteps and $C$ channels, and \n",
    "2. Two optional masks, both of length $T=512$. \n",
    "    - The input mask is utilized to regulate the time steps or patches that the model should attend to. For instance, in the case of shorter time series, you may opt not to attend to padding. To implement this, you can provide an input mask with zeros in the padded locations.  \n",
    "    - The second mask, referred to simply as mask, denotes masked or unobserved values. We employ mask tokens to replace all patches containing any masked time step (for further details, refer to Section 3.2 in our [paper](https://arxiv.org/abs/2402.03885)). MOMENT can attend to these mask tokens during reconstruction.\n",
    "    - By default, all time steps are observed and attended to.\n",
    "\n",
    "MOMENT returns a `TimeseriesOutputs` object. Since this is a representation learning task, it returns `embeddings` of the input. \n",
    "\n",
    "Getting representations using MOMENT is one simple forward pass away!"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "TimeseriesOutputs(forecast=None,\n",
      "                  anomaly_scores=None,\n",
      "                  logits=None,\n",
      "                  labels=None,\n",
      "                  input_mask=tensor([[1., 1., 1.,  ..., 1., 1., 1.],\n",
      "        [1., 1., 1.,  ..., 1., 1., 1.],\n",
      "        [1., 1., 1.,  ..., 1., 1., 1.],\n",
      "        ...,\n",
      "        [1., 1., 1.,  ..., 1., 1., 1.],\n",
      "        [1., 1., 1.,  ..., 1., 1., 1.],\n",
      "        [1., 1., 1.,  ..., 1., 1., 1.]]),\n",
      "                  pretrain_mask=None,\n",
      "                  reconstruction=None,\n",
      "                  embeddings=tensor([[-0.1076,  0.0260, -0.0399,  ..., -0.0051,  0.0149, -0.0406],\n",
      "        [-0.0902,  0.0171, -0.0601,  ...,  0.0547,  0.0193, -0.0019],\n",
      "        [-0.0789,  0.0184, -0.0510,  ...,  0.0589,  0.0082, -0.0288],\n",
      "        ...,\n",
      "        [-0.0925,  0.0144, -0.0188,  ...,  0.0545, -0.0394, -0.0675],\n",
      "        [-0.0908,  0.0454, -0.0606,  ...,  0.0289, -0.0030, -0.0321],\n",
      "        [-0.0897,  0.0237, -0.0656,  ...,  0.0357,  0.0241, -0.0290]],\n",
      "       grad_fn=<DivBackward0>),\n",
      "                  metadata='mean',\n",
      "                  illegal_output=False)\n"
     ]
    }
   ],
   "source": [
    "from pprint import pprint\n",
    "import torch\n",
    "\n",
    "# takes in tensor of shape [batchsize, n_channels, context_length]\n",
    "x = torch.randn(16, 1, 512)\n",
    "output = model(x)\n",
    "pprint(output)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 4. What is MOMENT Learning?\n",
    "In our [paper](https://arxiv.org/abs/2402.03885), we found that MOMENT can capture changes in intutive time series characteristics such as trend, amplitude, frequencies and pases of time series. \n",
    "\n",
    "In this tutorial, we will reproduce one of these experiments, and visualize the representations that MOMENT learns as we vary the frequency of synthetically generated sine waves.\n",
    "\n",
    "We will use the `SyntheticDataset` class to generate 1024 sine waves with frequencies ranging from 1 to 32. \n",
    "\n",
    "The data generating process is: $$y = \\sin(2c \\pi x) + \\epsilon,$$ where $\\epsilon \\sim \\mathcal{N}(0, 0.1)$ is normally distributed noise, and the parameter $c \\in [1, 32)$ controls the frequency of the sine wave."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "from momentfm.data.synthetic_data import SyntheticDataset\n",
    "\n",
    "synthetic_dataset = SyntheticDataset(\n",
    "    n_samples=1024,\n",
    "    freq=1,\n",
    "    freq_range=(1, 32), \n",
    "    noise_mean=0.,\n",
    "    noise_std=0.1,\n",
    "    random_seed=13\n",
    ")\n",
    "y, c = synthetic_dataset.gen_sinusoids_with_varying_freq()\n",
    "n_samples = synthetic_dataset.n_samples\n",
    "seq_len = synthetic_dataset.seq_len"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now let's visualize the dataset. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 3000x600 with 5 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "fig, axs = plt.subplots(1, 5, figsize=(30, 6), sharey=True)\n",
    "axs.flatten()\n",
    "for i, idx in enumerate(np.arange(0, n_samples+1, n_samples//4-1)):\n",
    "    axs[i].plot(y[idx].squeeze().numpy())\n",
    "    axs[i].set_xticks(\n",
    "        ticks=np.arange(0, seq_len+1, 128), \n",
    "        labels=np.arange(0, seq_len+1, 128), \n",
    "        fontdict={\"fontsize\" : 16}\n",
    "    )\n",
    "    axs[i].set_title(\n",
    "        \"Frequency: {:.2f}\".format(c[:, 0][idx].squeeze().numpy(), ),\n",
    "        fontsize=16\n",
    "    )\n",
    "axs[0].set_yticks(\n",
    "    ticks=np.arange(-1.5, 1.5, 0.5), \n",
    "    labels=np.arange(-1.5, 1.5, 0.5),\n",
    "    fontdict={\"fontsize\" : 16}\n",
    ")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now let's derive embeddings from the model and project them to a 2-dimensional space using Principal Component Analysis (PCA)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.decomposition import PCA\n",
    "\n",
    "model.to(\"cuda\")\n",
    "model.eval()\n",
    "y = y.to(\"cuda\")\n",
    "with torch.no_grad():\n",
    "    outputs = model(y)\n",
    "\n",
    "# Move tensors and models back to CPU\n",
    "y = y.detach().cpu().numpy()\n",
    "embeddings = outputs.embeddings.detach().cpu().numpy()\n",
    "\n",
    "# Perform PCA on the embeddings\n",
    "embeddings_manifold = PCA(n_components=2).fit_transform(embeddings)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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VvPrqqxQWFnL11Vf7x23evJmvvvqKadOmceedd4acX1ZW5o9xiRU35NRtcTKCwrn//vt58cUXAbjvvvu48sorI45Pnz4dr9fLvffeyxtvvBHz/r766iv/8pQjatKRkSNH8tZbb7Ft2zZGjBjBzTffzJAhQ8jNzfX/m86aNYsPPvgg4eUsQUgJjZu5LAjxGTBggL8ewx/+8IdUm1MrgmuRxNvOOeccXV5eHnJubeqcxOOLL77wj4tW4n7Pnj06KytLA/qVV16JOU8i9xG8devWLeo8a9asCan9EmsLr8ny7bff+o/FasQXXD5/xIgR+k9/+pP/WHC5+iuvvDLmfU6YMEGD3fBv+fLlMcddfvnlGtBHHHFEzDF1pSHL12/evNnf3DHeNmDAgPobLghJRJZ1hLTCyVxo27Ytf/rTn1JsTe34/e9/zzvvvMOvf/1rRowYQdeuXcnOziY7O5vu3bszceJEPvzwQ9577z2aNWuWEhtbt27NeeedB8CUKVOSfr2+ffuybNky/va3vzFy5EhatmyJ2+2mffv2DBkyhBtuuIGPPvqI448/PuS8mjJ1wPaGdOvWDbfbzU8//USHDh0AmDlzJtdffz0Ap512mr9OTqw5DMPAsizuvvvuqGMqKyt59913AbjhhhsSv/kU0K1bN1asWMHf/vY3xowZQ7t27cjIyCAnJ4eePXtyyimn8MADD/DKK6+k2lRBiIvSOoZPVBAamYULFzJ8+HDAzqL49a9/nWKLDk7mz5/PiBEjcLlcbNiwIeGU4kOV119/nV/96le0bt2azZs3Rw3OFQShYRHPiZA2/PGPfwTsmhDXXnttiq05eDn22GM577zzME2TyZMnp9qctMayLB5++GEA/vCHP4gwEYRGQjwnQlrwwgsv+EuLf/nll/6UWyE5rFmzhoEDB2IYBhs2bEi4+uihxtSpU7nwwgvp2rUrq1evTtlynCAcaki2jpASysvL2bZtGyUlJXzwwQf85S9/AeC6664TYdII9OvXz59Cu2XLFhEnMTBNk/vuu4+xY8eKMBGERkQ8J0JKeP755yOWboYPH86XX34pHwKCIAiHOBJzIqQEp95HVlYW/fr145577uGzzz4TYSIIgiCI50QQBEEQhPRCYk4SwLIstm3bRl5eXp17vAiCIAiHBlprSkpK6NSpE4aRnAWKyspKqqurG2SuzMxMf9+tdEHESQJs27aNLl26pNoMQRAEoQlRWFiYlGDzyspKenTvxI6d+xtkvg4dOrBp06a0EigiThLA6T9SWFhIfn5+iq0RBEEQ0pni4mK6dOkSs3dVfamurmbHzv1sXvsa+fnN6zVXcXE53fv+iurqahEnTQ1nKSc/P1/EiSAIgpAQyQ4DyM9vTn5+TlKvkSokW0cQBEEQhLRCxIkgCIIgCGmFiBNBEARBENIKESeCIAiCIKQVIk4EQRAEQUgrRJwIgiAIgpBWiDgRBEEQBCGtEHEiCIIgCEJaIUXYGgltFaN1KQoXGK1QKiPVJgmCIAhCWiLiJMloqwTLsxJ0if0cAAPl6oZy95ZGgoIgCEKdUMXFKO2t3xwl5Q1kTcMi4iSJaKsMq3oBYIYdsdDmJrT24Mo8PBWmCYIgCELaIjEnScTybgSsOAN+RltljWaPIAiCIDQFRJwkCa1NsHbgLORER6HN7Y1lkiAIgiA0CWRZJ2l4iStMfLEmWm/B9BRjuLqAaiMxKIIgCMIhj3hOkkYGMf95HQGiFGCB3o/l/R7LXIPW8TwtgiAIgnDwI+IkSShlgNEBUOEHQn8Cfg+L9TPa2tEY5gmCIAhC2iLiJIkY7l6Ai5gCJQraXI/lLURb6ZneJQiCIAjJRsRJElFGM4zMY4Fmvh2JxJNUoT2rsKq+xqxaitaeZJooCIIgCGmHiJOkYwK18IIEx5xYu7CqlkgciiAIgnBIIeIkyVjen/Av69QkMqId1wfA2t3QZgmCIAhC2iLiJNlYe4lIKY4lUpQCy4rYZ3l/wPT8gNZSsE0QBEE4+JE6J42N1rYIcQSK89gRJsHZPP5xXrC2YXm2g9EFw9VX6qEIgiAc4qjiYpRVv7hEVVrRQNY0LCJOko3RCqydhHhPwoWJs0UTHOH7rEIs7z7QLpTRHOXuDEaBiBVBEAThoEHESZIx3F2xqmPULnFEitZg+FbYahIZWoMqBdOLtvahvYXgOgwj60gRKIIgCMJBgcScJBlltEC5+zvPIgcYHcHI8B1OQFw4yz2A3xtjbkV71kcM1boay9qKZW3Csrah69laWxAEQRAaA/GcNAKGuyvaKMDybgFrP6BQrtYoV1dQOViez4kqXGpCBbKAtGcTOqMnSrnQWqP1ZrS1GVvAKECjWYsyemMYnRvq1gRBEAShwRFx0kgoowBX5pER+7W2ooyuAa3B7QbT9E1u9+jRno2ozD5o/RPa2hR8gu+nhbbWYuHCMDrW/rqCIAiC0AjIsk6KUcrAX0E28ZMCP4OWebS5Ecu70+cxiY22NkphN0EQBCFtEXGSBihX1zqcFL1fjzbXAzV5Y6qA4tpfUxAEQRAaAREnKURb5ViVq9GV28Cq5QpbTM9HgqXypWePIAiCUEsmT57MsGHDyMvLo127dowfP541a9aEjNmwYQPnnnsubdu2JT8/n4kTJ7Jz585aXUfESYqwqjZjlXyOrloH3l1QVQLV1QGnR7xll7oeC0bVcilJEARBOOSZM2cON954I9999x2zZs3C4/Fw6qmnUlZmVzAvKyvj1FNPRSnF7NmzmTdvHtXV1Zx99tlY4RXQ45AWAbHTpk3jqaee4vvvv6e6uprevXtz8cUXc9ttt5GRkVGnOd9//31efPFFFixYwL59+2jRogW9e/fm9NNP5957723gO6gd2rMLXbki8oBpglkJGW677km01GJHfMT6JWsFZGEv3cQiH6Vyamm1IAiCcLBSXBy61J+VlUVWVlbEuI8//jjk+csvv0y7du1YvHgxo0ePZt68eWzevJmlS5eSn58PwCuvvELLli2ZPXs2J598ckL2pNxzcuuttzJx4kTmzZvH8OHDOf3009myZQu33347Y8eOpaKidqV1q6urmThxIuPHj+ezzz7jiCOO4IILLmDgwIFs2LCBf/7zn0m6k8SxqtYTM3XYCGoSaFnRPSFOlk4ECuU6DMMYEHt+DAxXv9oZLAiCIKQfxaVQXFLPrRSALl26UFBQ4N8mT56ckAlFRUUAtGrVCoCqqiqUUiHCJjs7G8MwmDt3bsK3llLPyXvvvccTTzxBbm4uc+bMYciQIQDs2bOHsWPHMnfuXO655x7+9re/JTznNddcw7Rp0xg/fjzPP/88bdq08R+zLIsFCxY0+H3UBq1NMPfGHuByBQ+OXuoeAuVL/ChQzVAZvVEqE0MNxjI3AEVBY1phuHqjVG7QJcrQ+oDvEi3EoyIIgnAIUlhY6Pd0AFG9JuFYlsWtt97KyJEjGThwIAAjRowgJyeH22+/nYcffhitNXfccQemabJ9+/aE7Ump5+Thhx8G4I477vALE4A2bdrw9NNPA/Dkk0/6lVlNfP7557z66qsMHDiQt956K0SYABiGwYgRIxrI+rqSQExIvOUcfxpxyAkoV2eMrGNRKtM3rAUu9zEYruMwXEMxXCNxuY/2CxOtqzG9S7HM+WhrDdpag2XOx/QuQet4S0KCIAjCwUZ+fn7Ilog4ufHGG1m5ciVvvvmmf1/btm2ZNm0aM2bMIDc3l4KCAg4cOMCQIUMwjMQlR8rEydatW1m4cCEAF110UcTxUaNG0aVLF6qqqpg5c2ZCc/7rX/8C7KWiusaqJB8XqOaxDwd7R2IRtUFgDtEcYUo1Q6l8lAr8oWltYplLgANRJi/CMpdIqXtBEAQhJjfddBMffvghX3zxBZ07h1YdP/XUU9mwYQO7du1iz549vPbaa2zdupWePXsmPH/KlnWWLl0K2OtUPXr0iDpm6NChFBYWsnTpUiZNmhR3PtM0+fzzzwEYPXo0O3bs4M0332TNmjVkZWUxePBgzj//fHJzc+POk2yUUqisHujKH6IPsCy7+mtt0Bba8yO6eg0qcyBGRqf4w/UOYqcca6ACrXeglJS5FwRBEAJorfnNb37D9OnT+fLLL2N+fgP+1YvZs2eza9cufvnLXyZ8nZSJk02b7PLqXbvGLkDWpUuXkLHx2LhxI6WldmDPd999xw033OB/7vCHP/yBN998k7Fjx9bV7AZBZXZHe/eAN0ret2XZW0iDv5om9MWjYKKrv8eySjCyYge9aqvmdT9t7YCwHjxaV4EuA2VgZ/ykPJ5aEARBaERuvPFGpkyZwvvvv09eXh47duwAoKCggGbN7BIVL730EgMGDKBt27Z8++233HLLLdx2223065d4MkbKPl1KSkoAyMmJHYDpeDnCU5yisXdvIMj0qquu4phjjmHhwoWUlJSwbNkyzjzzTHbv3s0555zDunXr4s5VVVVFcXFxyNagaA/EWzYxzcjlnUSXerRGezdieeIVvKlOwMjAGK2rML3Lscx5WNYyLHMJljkXy/pJyuALgiAcQjzzzDMUFRUxZswYOnbs6N+mTp3qH7NmzRrGjx/PgAEDePDBB/nTn/5Uq8QWSJM6Jw1B8IfkYYcdxieffOIP6Bk0aBAffPABRx99NCtXruSRRx7hxRdfjDnX5MmTeeCBB5Jkp4VV9h1YJdEOBkRGcB2TWDVPws+FQBn76h/R7naoqOc1AyprsDTbN201lrmISEHjRVsb0KoKl6tvDXMJgiAIBwOJfCF95JFHeOSRR+p1nZR5TvLy8gD8VeWi4SzLBKc31TQfwOWXXx4RaexyubjuuusA+Oyzz+LOdeedd1JUVOTfCgsLa7x+omjPdrCKiZq1E9zQLxhnmSfmpNH+WCpAl0bZD8qIH5MSPEZbW7ALusX4g9Q/o3Xs36EgCIIg1JaUeU66d+8OEPeD3znmjK1pPqUUWuuYEcHO/ppyrWNVxmsItOfnBAaFpQ2DLVAMI9S7Ejw2mkDR0ZdvlGqLpgXRs3UAWqBUO7TWaL2tBmMV2tqOcvWuYZwgCIIgJEbKPCeDBw8G7FiRWAGvixYtAgipgRKL3Nxcf7DNnj17oo5x9qc0YyeGYIggmvckvDJsPGECoLJjTG1guAb5snGC/wQMlOrsO2ZgN/qpKaVYU/MSkSAIgiAkTsrESefOnRk2bBgAU6ZMiTg+d+5cCgsLycrK4swzz0xozgkTJgCxl21mzZoFwPDhw+ticsNg5BC7tDw1N/UzTfB67Z+xyttrDUYLlBE72FgpF4arL4ZrFIYx2N5cozBcfVHKqVJrUPOfiALStaaMIAiC0BRJaS7oXXfdBdjBM0uWLPHv37t3LzfccANgF3opKCjwH5s+fTr9+/dn3LhxEfPdfPPNtGzZkpkzZ/Lcc8+FHHvzzTd54403/ONShZHZlYSqxNYUdBS+vBNynsLIPDwhe5Ryo4yW9qbcYccUSnUgrphCo4wOCV1LEARBaEAOlMD+4vptB6IkZ6QBKRUn48eP5+abb6a0tJQRI0ZwxhlncMEFF9C7d29WrFjByJEjeeihh0LOKSoqYs2aNWzYsCFivjZt2jB16lSys7O5/vrrGThwIBMmTGDIkCFMmjQJrTX33HNPwp6YpOBqDRkxipvV1HE4nGieE63B6IxyFUQ/p5Yooxvx/0zaADUHLAuCIAhCoqS8itYTTzzB1KlTOe644/jmm2+YOXMmnTt35pFHHmH27Nn+oi6Jcsopp/D9999z2WWXceDAAd5//322bNnCmWeeySeffMKDDz6YpDtJDKUURrOjUVn9CFkOCY4fCd5qQmuorra3qirwujCy+zegvc0wXMcAUZaIVEcM1xEx0pUFQRAEoW4oLVW0aqS4uJiCggKKiooSSmtOFK1NtFmMrt4Gnm1gldsrPhq7SJs7o+YaJ1qDx2M/drfCyB2GcsXp3VNnWzVQjNYl2IGzrUP69QiCIAg2yfrMCJ//wLt3kJ9Tv/fh4rIqWpz3SNJsrSsHTRG2pohSLpS7JVordOl6tFXlHICMDPyxKfHiS7QGy0Rl98bIOzqJtiqgAKUaZrkoGK09aHaBrgKVgaKdCB9BEIRDGBEnKUZrE73/K7CqUYB2uXzCxEdwfRMI6qPjw1ONsiyo2ITOHZTSJRatq9F6G9oqAhTKaIVSHSICbYOxdCFab8QWYva9aTagdFeU6iFLRoIgCIcgIk5STWUhWHadEG0YkJkZOSaaMHEaBPqrx3rR5RtQOakphqat3VjWSoIzkbS1B81GDNfRKBXpLrT0NrQODmwOOpctgIGie9JsFgRBENKTlAfEHuroqp34U3Xd7prrnPhrnJjg9YQm+ZatTaKl8cwqjRAmAbxY5jK09oSdY6F1/G7TWm9Bx2uQKAiCIByUiDhJOXYErAZwuWoOflXKFiheb0CYOLEnZglW8TK0NmPPkQS0VVNJfi9ah7cMKAY80QYHYaHZV3fDBEEQhCaJLOukGJXRGl25JfETtEbpsDooSoHlEy7la9HeImh5gq8EffLReg81FZbT1m4wugbtSdQjIp4TQThY2bfvACuWr8LlcjHkmKNo3rwZu3bt4e23P2Dnjl107NSBiRPPoaSklHlz56O15viRx9KjR9eaJxeaNCJOUk2zblC6HLQZiB+J5z2xzIAHJfhnMNU77ViWZt2Sa3vAqATGhIuXxNKdtTaw9Ho0+wFQtECpTigVuzS/IAjpTXFxCX/840P8d8q7VFfbHtTc3ByOOmoA3367AK1NXC43Xq+XW2+5i+CKF0opzjzzZP79/D9o06Z1qm5BSDKyrJNilJGJajEShQHeOMsxzovTaf7nD4zVkZ/7GnTxMrSnqMHtjU5NufEqIiBWqeZELewWwWo0PwNlQBmarVh6IZbeUTdTBUFIKRUVlZx+2oW8/trbfmECUFpaxrx5C31x/hqPx+PrjB76Bqe15uOPZ3PKyedTXl7e2OYLjYSIkzRAZXVAtTkVMrvaTojw6rDOw+pqlCYgSGKtpCjAqkTvnImuKEym6QAYRoxy/H40yjgsdI+2gKo6X1Pr1WhdWufzBUFIDS+//CbLlv6AaVqAsr+Y+X4qZfiWo+OXEDBNkx9/XMMbb7zdGCanL8VlUFTPrbgs1XcRFREnaYJy5+MqGIrKOhoqKmwPiT/Q1QuVlXY9E4i/7ANBwkaj985De5P8x6dag4otUJTRN2IZRrOb+sWTKLTeWo/zBUFIBS++EOhCr3wiRIWIEWU3JFUubJHiiJXw9z3Fyy/9N7nGCilDYk7SCMtTCnu+QikNXo8tMjIygBriUKJO5sSBaHTZelTBoIY2149SCsPoA7oFllWInYmjgJYYrq4o1TLyJL2/nlfVkskjCE2QzZsLfSUXI9/TFAqNRinDF1Jn+LIPFf5CjT6XsdaardvCswCFgwURJ2mC1hr2fIG9buND+b4t1EaYBDcQtB9A1a6GMjMmSilQ7XAZ7RI8Q1o6CcKhxIwZn/LPx1+gvKwy7riAQFFo7QgVewkoWKBordm1cw/Ll//AUUcd0Qh3IDQmsqyTLpRvAm9RaLZOTZk7DuExKlYi2TMppkF69LRogDkEQUg2Dz34D/5vwnV8880iILrXJBj/co/vC1ogFsXZ7GOWZTL+nEvweGqqmSQ0NUScpAm6ZHWUnYmcGOQpsazQUvc+VHaH+hvYwCjaAa56zWHEiXMRBCE9+PabRUx++J8AEZk3sdBBb37B/bWcxwo3Ga4cMl0F7NlZwf33PSYC5SBDxEm64IkWg6EjvSLhRKtzEuJtcUGK+u3EQyk3hhpIXf8EleqDUnkNa5QgCA3Os8++WqvxuoZvZW5XNs2z2pDpzsPtaobb1Yxnn5zKcUPPZ8tP2+pjqpBGiDhJF2JVczXNmkvax5lTtTkB5WpWP9uShFItMdQwFIcBGQRctm6gBYY6AsUxKDoCWb6tPYY6BkMdFntiQRDShnlzF4btCSzVBLJw7Pe4gDAJBL0Ge1sM5SbLbX8pUUr5N4AtW7Zz3i+vFw/KQYIExKYL2Z2hYgsRaznaslOJDd8SSLBQiedVUQpcOajsTkkxt6FQqhlK9QH6xDgO0K8xTRIEoQGprq4OehYcSxL46QS+uoxM3EYmCpcvMBYsq5pqsxSNJisjP+S8YEzTZNOmn/nof3P45fiTk3pPQvIRz0maoPIGxD5oWXZqsWXanhTTa2/xAl+1BiM9PSaCIBw69Onbw/coVJAEo5TyxZA0wyDD9qoohaEMXEYWzTPb0Cyjla9QW2xPssvl4qOZc5JxG0IjI+IkTVBZbVCtRxG3MqJl2QLFCXyNt9yjFGTL0ocgCKnliisv9KcGRxcWCreRjctwA4ZdPcH3HwTEjKFcvsfO8m/kXFprqqqqI/YLTQ8RJ2mEat4N2pyY2GDLspd8wpd1nKUex9siCIKQQiZNOpfsrKwYR33Cw8iwv28FiZLQFGJfnApu23uCgaHcKNyEi5Qjj5Jl4IMBiTlJM1RWB7TKAJ2AsDBNMHzfIkJiUSz7WMkqdIuBvhe3IAhC42MYBpoK7KD3YBzPiGFLEuUrvhbjO3Os5RyFC40JaAzD4OJfndNwxqc5urgS7alfXStdkZ6eJhEnaYYy3Oi8flC8MvYgxzvipBFbQT1qglOLdTW6aj8qW9qKC4LQOGzatIkffviRDRs20LFjR96aOo2i4t00y+oYtWZJOLFiUmKN1donaJTFP5+6l3bt5P3uYEDESRqi8o9Ce4p92Tu+ks3BYiS48Fp47El4kGzJRhBxIghCklmzZg033ngLs2d/EbTXWY4B0yzH5WoelqGjMHwfQ1prDOXy708Up4rs62/+ndPOGN1g9yOkFhEnaYhSBrQ+ASq3o/cvAY+vwV2srsTR0om1trOSq6Q5niAIyWXDhg0cf/xoDhwo8u0J1C5RdoQrXrMElAu3K9veq5SdMqwUlmXhctnlEmojTILZvXs/27bupNNh7et/Q0LKkWCENEUphWrWCbxeqPbYm1VDhk7oBKC1r+24IAhC8rjnnvspLi4OKpgWJEz8aLxmCVWefUF1TpxgVyvh0vaxuO03D3P0EedwyYW/Z/u25Dc7FZKLiJN0x1sW+rymcvZhXYl1dpskGSYIggDFxcW8/fa7mKazpBxNmPjQGq1NnxAx/ILEjh0x0TWKFGeZyPBtLl8Gj9sOjNUw65NvOOPkq9mzJ1pLEKGpIOIkzdCWF11djPZWoqv2RdY0sULFh/9xsGixdGBctSzrCIKQPHbu3InX6wTlO+Ihej0Te61ZY1lV/ver4LFae30/owmUcNFje10C9VMUhnKjLc327bt5+p9v1PvehNQhMSdpgvaWw66FsH81aF8/HZfL/ukIE39QrP+soAnCJlTKFjZlm9H7lkPLI+u8lisIghCLVq1a+bNmasT3FuQ1yzCMbFxRyhxY2ouhAkGy4FvmDhE8hn+/f2r/UpELy/Ly6svvcc8DN8r7XhNFPCdpgPaUw4a3Yd8qW5iAXb8kxBsSlIXjX7oJ2kImDPWk6L0LYf/yZN6CIAiHKK1bt+a0004h+OMkamfhIJFgaQ8eb1HEEFuM2JvWwZmHKmjO2GXwnTkULoqKSqRabBKYPHkyw4YNIy8vj3bt2jF+/HjWrFkTMmbMmDEhjRmVUlx//fW1uo6Ik3Rg53fgKcOvMgzfr0X5vis4wsSp/Oo8DiY8FiU49RjQ+5aiTXmhCoLQ8Nx++x98j2rooO5/i1KYViVeszJ8ELYw0UFCxf4RXDk2Ho5oycjIICsrM+F7EBJjzpw53HjjjXz33XfMmjULj8fDqaeeSllZaHzkNddcw/bt2/3bo48+WqvryLJOitFmNRStxf8idJZxgt2VAJaFtixwu6MHxQYv/QT/DFwIyn6C/OjdfwVBEOrKsccOj1jacTwdjqiIVv210rOHDFfXkH32HCaGEfrxZJ+f+BJNly4dZEknCXz88cchz19++WXatWvH4sWLGT06UGemefPmdOjQoc7XEc9JqvGU2OXmocY0YQV2arHXGxkEG/7c2Rd8dsS3FEEQhPqTnZ3N6aef6q9VEoz2/RcsV4KPVnr2+8cFzrCwfFk9WuswYRI/tsURSL16d407TgiluLg4ZKuqqkrovKIie3muVatWIfvfeOMN2rRpw8CBA7nzzjspLy+vlT3iOUk1Rli/ifDg1zCUc8w0/fs02B4Vh/Aqsc4od049jRUEQYjO7bf/no8//rSGUdr31hZ4b/OYxWRYubhC3gs1lvb48n5cGCozqHKsBlTMSrL2PovjRw1pgLtKb3RxJbq6nr11Ku3l/i5duoTsv++++7j//vvjnmtZFrfeeisjR45k4MCB/v0XXXQR3bp1o1OnTixfvpzbb7+dNWvW8O677yZsl4iTVJORZ5eXr9wbJSsnsaJrSmu0aUYsB4VgZECOfJMQBCE5jB49itdff4krr7wu8K07/L1Mm6jwL2SA1yxHqbwYyzAmTspwAIvIOina99MiM8vNpEt+0dC3eFBTWFhIfn6+/3lWzE7SAW688UZWrlzJ3LlzQ/Zfe+21/sdHHnkkHTt2ZNy4cWzYsIFevXolZI8s66QYpRS0PSbyQLTYkVhl6iHEkxL1Om2PQxmiRQVBSB6TJv0fP/+8gb///f9x/vnn0qVrZ98R7Vu+NtHajFiC9pilUefTaFBGDNFi4SzxOCJFaxOXS/Hv/zxE69YtGuy+DgXy8/NDtprEyU033cSHH37IF198QefOneOOPfbYYwFYv359wvaIOEkHin+yX2fhhMeTBD8O26cAMttCVlhFWHceqsNYlATCCoLQCLRu3ZrbbruZadOm8NNP69m6dSPX//oaWrduidvtomuXjpw4ZhS5ebn+c3JzsznzFyMxDAOXOxC34nbHa79h+MrfB+1RbpplN+fP9z3HXX/4B2vXbG7guxO01tx0001Mnz6d2bNn06NHjxrPWbZsGQAdO3ZM+DpK17ehwSFAcXExBQUFFBUVhbi9GgLtLYdVLwMaXIEU4siBYdk8zj7Lsrde56Ny7F+8rj4AnlJwZUFWG4lYFwQh7TBNk40bN6G1pkeP7mRkZLBy5Rqee2YKn82ai2VZjBw1lFNOOYFbbpgcdravEm1IVmNoBVmXy4VGc+U159Hv8B50734Yx486GsNI/nfyZH5mBM+/78+/Ij+7funSxZXVtLr7tYRtveGGG5gyZQrvv/8+/fr18+8vKCigWbNmbNiwgSlTpnDmmWfSunVrli9fzm233Ubnzp2ZM2dOwnaJOEmApIqTA+tgiy+ITBFS4yQwKNhrEnSyU9oeoMvJqNYDGtQ2QRCEdODUMVeyYvlaTP/ytRFXmAQTyBaCLl078Ni/7mD0iUOTau/BLE5ifdl96aWXuPzyyyksLOSSSy5h5cqVlJWV0aVLF84991zuvvvuWv1bSBBCqgnWhiGBY6FF1ALF16KcpzX8/BW6RU+Uq+YgJkEQhKbE08/fxy9OvY6iolJM00pYmASP0Wi2/ryTSef/jvf+9yTDjj0y6XYfjNTkz+jSpUutPCSxSIuYk2nTpjFmzBhatmxJTk4OgwYN4tFHH8Xj8dR77pkzZ/rL55588skNYG0D07xd4HF4PInjGYnoqRM0HuxjZiXs/bHRzBYEQWgsevfpxuy5r3LVteeTnR35BawmYeJgWRrL0vz5/meTYqfQcKRcnNx6661MnDiRefPmMXz4cE4//XS2bNnC7bffztixY6moqKjz3Pv37+eaa65J75iLjDww3GD4bAyOJwkPhI22P/jYvtWNY7MgCEIj0+mwdvz5kdv45IsXa32uQmH4/tOW5rtvv2frzzuTYKXQUKRUnLz33ns88cQT5ObmMn/+fD755BPeeecd1q1bx5FHHsncuXO555576jz/b37zG3bu3FnrhkONyu7F2Hn8hMaZBD+2tL05RHOrKQXlu9CFc9CVB5JhqSAIQsoZcHhPOncJLYsetdFgnGMKxXffft/gtgkNR0rFycMPPwzAHXfcwZAhgWp+bdq04emnnwbgySef9JfHrQ3Tp0/njTfe4Le//S3Dhw9vGIMbGG2ZsHdF7AHhRdWCA2DDx9kzwu7v4cfX0cVbGtRWQRCEdOHKa87zP3bERyyBEr7k4zx/6d/Tk2Sd0BCkTJxs3bqVhQsXAnap23BGjRpFly5dqKqqYubMmbWae8+ePVx//fX069ePBx98sEHsTQrV+8GqoX9BcGfOhNB2k7+NH6LNxHojCIIgNCUuu2I8WfXIUlEoFi/8gS2btzWgVUJDkjJxsnTpUsBuFhSriMvQoUNDxibKr3/9a/bs2cOLL75IdnZ2/QxNKonGwqjoHhOHaMcsj8SgCIJwUJKb15w/3Ru6XF+bjsUOW7fuaiiTUoJ5oBpzfz23A9Wpvo2opCyVeNOmTQB07Rq734vTiMgZmwhvvvkmb7/9NrfccgsjR46sk21VVVUhHRmLi4vrNE+NZLYAV3b8bsFKBaURR+m1E63MvX0ilG6DtoMaylpBEIS04bobJpKZ6WbyQ/+muKjMtzdcoMT3OrdqVZAU24T6kzLPSUlJCQA5ObE75ebm2uWNExUHO3bs4MYbb6RXr17+eJa6MHnyZAoKCvxbeLfGhkIZLmh9VOwBTjqx12tvzr7g4+H7Qi/QMIYKgiCkIZdfdS6/PGesz2viq3eiFMrXj8cubx+9c3H/AT3o2797o9orJM5B9el17bXXsn//fl544QWaN29e53nuvPNOioqK/FthYWEDWhlG2yFgNLMfR6QLAx5v4LnXGxQUq0LPiUBDnnQhFgTh4GXOFwt549UPcZKF3SoLN83IUM1w+7csFG4C4gVAc/cD16d3mYlDnJQt6+Tl5QFQVlYWc0xpqd2pMpGSt6+88gozZszg17/+NWPGjKmXbVlZWQm1i24QzGqoKLZlouEC5XQZtgLLOcE4vXTaD4Y9y2NMqsDdDFpKsz9BEA5eXn3xfQzDQFsKt7LjCx3B4VSFVbhwKYXGwNTV5OXncte91zLu1ONSabpQAykTJ927dweI65Vwjjlj4zF9up0WtnDhwghxsmPHDgAWL17sP/bmm2/SoUNornxK8JYD2u5KbHljj1NhQbF5XSEzF7Z9g/2NIOiYKwt6j0cZ0p1AEISDl1U/bMCyNG5lf5kM94QoFFppFIZPrFiUFJdz5+8fZ+qUj7njnqsZPSa5fXaEupGyT6/BgwcDsHfvXjZt2hQ1Y2fRokUAITVQasI5JxoHDhzw1/yvrIwThNqYGAl6aHSY+MjIA3cW9PwlFG+E8l2g3NCiF7Q+HOVO5ywlQRCE+pOT2wwDN4ZyxRzjZPFY2kLhRmNnpyxftoZJ5/2Bf798P2f98sRGsVdInJTFnHTu3Jlhw4YBMGXKlIjjc+fOpbCwkKysLM4888wa53vvvffQWkfdXnrpJQDGjRvn35eIN6ZR2L+29ucoF/zwGqyaCmvehfL90PVUVL8JqPZDRJgIgnBI0L5de9wJfsFTSmH/ZwsZy7JrSP3+5r9SVZWe6bSHMikNiL3rrrsAeOSRR1iyZIl//969e7nhhhsAuOmmmygoCKR7TZ8+nf79+zNu3LjGNTYJaMsL27+rYVBYwKuloTosTqdoC/wwBV2xt2ENFARBSFOWL13LvC9jxd1Fw87oMXBj4AYMtIaiolI+/t/cJFkp1JWUipPx48dz8803U1payogRIzjjjDO44IIL6N27NytWrGDkyJE89NBDIecUFRWxZs0aNmzYkCKrG5DSrVBTFdfgWJN4mTmWB376siGtEwRBSFteffF/uNyxl3PCUShcyuWLP3H5vSgKF6tXJV5LS2gcUp5K/MQTTzB16lSOO+44vvnmG2bOnEnnzp155JFHmD17Ns2aNUu1icmjNuXl41WItQdA0WZ0dWm9TBIEQWgKLF20GtNrhuyLVSXWWdABMJSBS7lxkenf/8bLM9E1vscKjUnKxQnAxIkTmTNnDkVFRZSXl7NixQpuv/12MjMjeydcfvnlaK3ZvHlzwvM753z22WcNaHUDkNUy8bGJ5uMXScM/QRAOfjIzM4CA8HDER/BjAMOXqRP+n4GBy5cTsm9vEf9+6u3GvwkhJmkhTg5VVPO20KwtMXvsOMXXnMeJsHddg9gmCIKQzpx21nERgiRUfLgwcOHEmoRjB8i6/OOff+qdxr2BBsAs1phF9dyK09NjJOIk1XQ/xS6+Fk64KFEqfpsIp9R90dYGN1EQBCHdOPu8EyO8JAGcsvXBW/SPO+Xbv3PHXvbvT1IfNaHWiDhJMap5O+h/YWip+XBhEuxBiYZzzDQTX/4RBEFowqxaHispwv5YC/ekBB/zleRGKRcGGTielbKSiiRaLNQGESdpgGrWBjqOgEpfgz/HCwJBAiXohGhLPc74guQ0KRQEQUgnSkrKo+wNLPNEHnGOufzPnQUgN9lkZWXTtn0t4gCFpCLiJA3QWsPqGWCZUO2Fag94TV8fHR0pTBzvSHhJe8OAA+vRxT83qv2CIAiNTY9eh0XZG2uZJ3A08NPelDLsh14X+/eWJMNUoQ6IOEkHirZA5X78KsTyeU6COxJDqDBxcJ4bhv3Y8sKPb6M9sRsqCoIgNHWOHTmQLt3aYxi1XcpW/jgTf3oxLrQFb776aQNbKdQVESfpQPme6PuVskWKaUYXJsHj/Me0LVB2rUiKqYIgCOmAYRj89anbMIzgjzGNjpo5oHzF14ww70nwEpDiw+lSKTZdEHGSDsTqHhycqVNToGtIwKyG/RsbxDRBEIR05djjB/KL80YHvT3qiGWdYEESD41m65bdmKZZ41gh+Yg4SQda9SIiD7++qeeWvMAEQTj4cbtcGK5AOQaNFXQ08SUfhaK6ysOm9dsa0Dqhrog4SQNUZi4UdI1+MNF04tAZIT9asJggCMLBRcfD2kR6jn0k4jEJxzStmgcJSUfESbrQ54zIfbGydCLGhYsWDe2PbiDDBEEQ0pfzJ43DskIFhRN3Ej3+JDa5ec3o1qNDg9km1B0RJ+lCdn702BONnb0DdnCs40EJ3iD0efvBqGatGs10QRCEVNGtR0euu/mCsL12YGz8RoAGhr9Lsf1ROO70YWQ3y0qyxUIixIjEFBqdqhI7yyYa0ZZ0wmucOJgm5IjyFwTh0OGP915G6zYFPP2Pt9i/rwQnMNYWKBAce+JPI/Z5opVSaK1RGOzcvr/Rba8P1SUG1Zn18zFUV6enjyI9rRIiMcMrxoYJk+D92QWNZ5cgCEKKUUpx9Y3n8t2qV3lr5v/jlbcfZM7S5/nleScQKkwCgiT8fIAF81bx8QffNZrdQmxEnKQLWfmQVYOoMKMUZoPAc48ntPS9IAjCIURmZgbDRhzB6LFD6NKtPQcOlKJCirSpCGHiP+Lbf8tVf2fF0vWNYK0QDxEnaYJSCjoPjz3AER1ery1CPB77cfAGdnzKymlob1XjGC4IgpCG7Ny+j7lfLENbgS9ysYRJMBp44akPkmiZkAgiTtKJjkOgwyDfE9+LKNhL4vX6qsbGSC/W2MfNKti+rJGMFgRBSD927thXQ/UFFXXTlmbWh/PtnmdCyhBxkkYopaDXaZDXzfaMmFagfL1pgssVSCd2snicLfx1tG1pY5svCIKQNrRukx+xT2sNOrK3jtOfGN8zj8eMSE8WGhcRJ+nGgS2wfRVUV9tbeCnlRErZA1RLd01BEA5dDuvSjiHD+4c0BlQYfqd0ZG+dQE9jw3BRWeFpTHOFMEScpBtrZ4HbDRlucLsCYiQRQeKgNbUp2ywIgnAwcvv9v0IpOwjWwG0/rvG90V7amfGONAFMJSJO0gi97Xso3Q7B0eWx6pnURFUF2lvZcMYJgiA0MYaOOJwnnv8dRi1Lehkug4XfrEqSVU2byZMnM2zYMPLy8mjXrh3jx49nzZo1IWP+/e9/M2bMGPLz81FKceDAgVpfR8RJmqAt0/aa+Jc9wwRKwhP54k+8Xije0ZAmCoIgNDmefXy6XYwtyvuoUyk2spOx+J5jMWfOHG688Ua+++47Zs2ahcfj4dRTT6WsrMw/pry8nNNPP5277rqrzteRCrHpwv6fwFse6jVxiNdXJ9rYaqfSrLy8BEE4dFm3upBVKzZH7HdEifZXkgXD91xjYZoWw0cd0ej2NgU+/vjjkOcvv/wy7dq1Y/HixYwePRqAW2+9FYAvv/yyztcRcZIueMqj79cajAQcXE4dFI8vgNaVAfkdG84+QRCEJsaH785FafzeEQ0+QRKZreN8lzMwyGvRnF+cNzJFVqeG4uLikOdZWVlkZdXcZ6ioqAiAVq0atp+biJN0ITsy7c1Pop4Tr5P6pqDLMJQ7s0FMEwRBaIp8v2A9LjL8z8Nqxfofa7Svv44tUu7682U0z8luREvrRlWZm8rq+n2MV3nsz40uXbqE7L/vvvu4//77455rWRa33norI0eOZODAgfWyIxwRJ+lCQRfIbgFVB+znwWLECYiNJVDCi7G16QV9xyXDSkEQhCbBnE+XsuCr1QQShB0iEwxChIrWrF/zc/INTDMKCwvJzw98SU7Ea3LjjTeycuVK5s5t+MwmCYhNE5RSMOAs0EGVYcOJt8/S4DKgz1g45mKUIbpTEIRDE601j93/pi+yJHwJxyBaPF6wQHntuY9ZsXRDo9iaLuTn54dsNYmTm266iQ8//JAvvviCzp07N7g9Ik7SCNW6Fwy5GNzNIg9aQV2Jg7fgY0pByXaUkl+rIAiHLoWbd7Fu9Va/jyRawbVYCQMKhcdrctOvHsPrNaOOOZTRWnPTTTcxffp0Zs+eTY8ePZJyHfkUSzfc2eCtCi1N75SnN63AY6d8vWkFvJRaQ1Fh6mwXBEFIA37evAsIFyMB4u1XKLSp2bl9H19+siRpNjZVbrzxRl5//XWmTJlCXl4eO3bsYMeOHVRUVPjH7Nixg2XLlrF+vd3decWKFSxbtox9+/YlfB0RJ+nGmo/jB8A6WTmWFaM4m/xKBUE4tNm1Y3+NlWBjHde+b3vuDBfLFq5rcNuaOs888wxFRUWMGTOGjh07+repU6f6xzz77LMMHjyYa665BoDRo0czePBgPvgg8W7PEpiQRuiyvVBUn0AsBW16N5g9giAITZHmOVGWxhPAESb4CnO73K4GtOrgIJFuzffff3+NmT41IV+z0wRdXQYbv6rHBL61nq7HNphNgiAITZF+R3SpcYwOy9pxnjs/Ta/JyJOObHjjhIQQz0kaoMv2wncvQHWZ3fAvoZOC0oudxzntUXkdkmOkIAhCE+H15z6JezyuMFHgchn0PbwLw44fkDQbhfiIOEkxWmtY+l9fhVhNjTVN7JNCH2tf0Gxu+6TaKgiCkK5orVm76mc2rd3Gm/+Zndg5/vL19nuq4VJYluawrm15+o0/RO3HIzQOIk5SzYEtULIz8NyywOWquSpssECxNGgLOh2VPDsFQRDSlE/fX8g/H3qbnzY676VO7xwr6vhgQYIBWVkZ9OpzGK3bFXDmucdxxvjjyG4mFbZTiYiTVLO/EDvfPqhmiVIBYRLuJQkm+Hlue2iVnHxzQRCEdGX6G19z729ejPpdLp5AAXBlGJx2zrH8/r6L6HhY6yRaKdQWESepJtoryrLsZn+OUHEI9qY4wsTRJ/1PFRekIAiHFOVlVUy+/XUg8rub4x2JJVCOO/EIHnvpNxS0yG0MU5NCaXlWvXuolXrT83NDsnVSTeueRPR60BpMM3IfhBZlc07LzIHWvZJsqCAIQnrx2YxFVJRXxTwer9bJPX+9vEkLk4MdEScpRuV3hFbdIVrJecuyRUpwZdho9BiJMiQfXxCEQ4utW/bgrqEWiS1QQkXKA09cSffeHZNomVBf0kKcTJs2jTFjxtCyZUtycnIYNGgQjz76KB6Pp1bzLF26lMmTJzNu3Djat29PRkYGLVu25IQTTuCpp56q9XyNxtH/B819651RC9zowLGITUG3EY1mqiAIQrrQolUOphk7psTB8DX7y8rK4L15k7ngVycl3zihXqRcnNx6661MnDiRefPmMXz4cE4//XS2bNnC7bffztixY0Pq9cfD6/UyZMgQ7rrrLhYsWMARRxzBBRdcwMCBA/n222+56aabGDVqFAcOHEjuDdUBlZULx18P7X0Ff2IKlKC1HGfpxzLBU9lIlgqCIKQPp5w9FMNILGZCobjl7gn0GdDwHXSFhiel4uS9997jiSeeIDc3l/nz5/PJJ5/wzjvvsG7dOo488kjmzp3LPffck/B8xxxzDG+99RZ79uxh9uzZ/Pe//+Xrr79m6dKldOzYkQULFvDb3/42iXdUD7YshK3fgxkkPqKhfWnDTidiS0Ph4saxURAEIY1o074Fl95wWkJjFQZPPPAOY/rewt/vfYsdWxNvQic0PikVJw8//DAAd9xxB0OGDPHvb9OmDU8//TQATz75JEVFRTXO5Xa7WbRoERMmTCArKyvk2JFHHsmjjz4KwJtvvpl2yzvaWw2rPwvssGIIlOCgWPA5UTTs2YAu3oUu2mbPJQiCcIhw630TGDaqf5wRgZgTr9di354SXn/mUyaMvo/1P25tFBuF2pMycbJ161YWLlwIwEUXXRRxfNSoUXTp0oWqqipmzpxZ7+sNHjwYgIqKCvbs2VPv+RqUXWvADBIVmqCMnHCBQmimDsDuTfD5YzD7nzDzz+jlM0SkCIJwSGAYBq3a5Mc4qnz/VyGZO6ZpUVpcwe8ufzqhRnZC45MycbJ06VIAWrVqRY8e0YuHDR06NGRsfVi3zm59nZmZSatWreo9X4NSVRa5zxEmVpQtZJwGM8gTZFbDxm9g7vNoM708RIIgCMlg+aL1YXvsCrHOo2iYpsWmddtZ/M3aJFsn1IWUiZNNmzYB0LVr15hjunTpEjK2rmit/cs6v/jFLyKWfcKpqqqiuLg4ZEsqzQqi73c8JMG1TUKOx1n+2V8Im+Y3sKGCIAjpR2Vl6BcxFeQxiYfhMli5pH6fL0JySJk4KSkpASAnJyfmmNxcu0BOfcXBAw88wLfffktubi6PPPJIjeMnT55MQUGBf3NEUtJo1wcym9fuHH/8SZw0uk3f1d0mQRCEJkL/I7vicjkfZ0F9c2pAa407Q2pEpSMpTyVONq+++ioPPvgghmHwn//8hz59+tR4zp133klRUZF/KywsTKqNynDDkb+0n9T0mgqucWJZ8ceX728oEwVBENKWSVef7K93Eh5fEg9taUaOHZhM04Q6krLeOnl5eQCUlUWJt/BRWloKQH5+rGCn+EybNo0rr7wSgOeff54JEyYkdF5WVlaNSz8Njep0JHrDt7B/M+HVDP2EL+MoX8PAWALF3bj3IAiCkArGnH40J/9iKJ99GLusQjTBMnRUP3r0bbqVYsuqMlBm/XrrlHnTMyA4ZZ6T7t27A8T1SjjHnLG14d133+Wiiy7Csiyee+45v0hJV7TWsG+LL7ZEx04jTjSyXBnQZXDDGikIgpCGKKWoqvTEbH6qwrJ2nOfrVv7Mzm3iYU5HUiZOnNTevXv3xgx4XbRoEUBIDZREeO+997jwwgsxTZNnnnmGa665pn7GNgoaLG9guSbkUA3CJPz1qBS4MqDXyAa3UhAEId3YveMA8z5fEdWLHCs4VqEoPlDOfTe91BgmCrUkZeKkc+fODBs2DIApU6ZEHJ87dy6FhYVkZWVx5plnJjzvjBkzmDhxIl6vl2eeeYbrrruuwWxOJkoZ0LyF/UTja/bn26J5UgInBn46zQOzC+CEa1E5aZYyLQiCkAR2btsf9S0y3FMSje++XMVPG3Yk0TqhLqQ0IPauu+4C4JFHHmHJkiX+/Xv37uWGG24A4KabbqKgIJBqO336dPr378+4ceMi5ps5cyYXXHABXq+XZ599tskIEz89jgt9XpslnAGnQr+xcNwVcNofUS0Oa3j7BEEQ0pAWrSKzPhMNigV499WvG9IcoQFIWUAswPjx47n55pv55z//yYgRIxg3bhw5OTl8/vnnHDhwgJEjR/LQQw+FnFNUVMSaNWuorAxtdrdr1y7OO+88qqur6dy5M9988w3ffPNN1Ov+7W9/o02bNkm7rzrTvLXtKVHK3pzy9DHWUf1YGjoegcpv1xhWCoIgpBWdu7fjiMHd+WHZ5pClnUQFyoKvf0yOYUKdSak4AXjiiScYOXIkTz31FN988w0ej4devXpxxx13cNttt5GZmVgkcnl5OVVVVQD8/PPPvPLKKzHH3n///ekpTpb9D7wmuH1598ECxXkejONZMTX88Akc96vGslQQBCGtuPW+CVx77l/RRAbAhtc9CX9evL+8scwUEiTl4gRg4sSJTJw4MaGxl19+OZdffnnE/u7duzfpHglaayjdBYYKKH9/yjD2/pB9vude0x6/dQXaU4nKyG5EqwVBENKDY0cP4Ik3buaem16keF85RlDUQrAHRaMjBEvLNnmNaqtQMwd9EbYmRbC2ChZaGts7YlqBkvZeEzxmqJCJ1qNHEAThEGHM6Ucz+8d/kJdnV9yOtqwTLUD2rAkjGsU+IXHSwnMi2Hn62jCwi6ppMKLoRqcZYCwPUVbsVgCCIAiHAoZhUFXuiRtv4nhPlAHtOrXk7AuPb0QLhUQQz0maoE2vnXWTSLG1aAGySsGBbckxThAEoYlQXenxl7KviT5HdObFD/9Ibn6zJFsl1BYRJ+nCvNd8RdgSHB8uUCwL5jyHLt7Z4KYJgiA0FbKbZ5LfIn4jVYXijAuO5c0v7+WwrmmYHCGIOEkHdNl+2LYyaEcCCiV8jFJgmfD5U2hPZfRzBEEQDnKUUpx/+WgMV/yPt53b9yXsYUlXyjyZlNZzK/PUrzdPshBxkg5sXRn63KpBnMQTL9XlsO7b+tskCILQRLn0N6fRpn1+zBRijWbxvLXMnPZdKswTEkDESTpQXUlIg5zwtOFg4sWkOF2K10UvPicIgnAoUNAyh6OP620nGkQRKAqFgcHDv5vCZ+/H7mQspA4RJ+lAfhv8wSZuVyBTR6noYiSW50Rr2+tSUZQ0UwVBEJoCWzfvxtIWGo2FZdeS0qB04ItgdaWHP17xHG+/PCeFlgrREHGSDhx2JGRkh1aGDW7o5/z0mvGFCdi1ULJyk2uvIAhCmpOb3wzlK2rp0i6c/xTKFihBb6V/veNNivZLnah0QsRJGqBcbug9IlSUhKO1vdzjBHBF86R4TftnbykoJAjCoc3YXwwBE1y4QvYHl7Z3BIrXY/HR2/Mb20QhDiJO0gBteuHnFTXXNjEMe9mm2mv/dAqyWdquFmtpcGVA35GNZ7wgCEKaobVm7qcr/CXswwuyhQgUwOU22Lp5T+MaKcRFKsSmA8v+B2X7A4Gw8XAEieMliXJcSaVYQRAOYZZ8u46vP14R0l8nHKe/jtIKy6vJyJSPw3RCPCcpRldXwLp5iaUPWzXn5GvTi7XqK/TKL9BbVqCtGCJGEAThIOXD/36LYRgRmTrhOJ4TbWk+mjqfXdv2N4Z5TZqvvvqKs88+m06dOqGU4r333gs5rpSKuv31r3+t1XVEnKSa3RvtyrBWlFiScEwr/nHHq/LNW+j576I/fQ7937vRP61oWJsFQRDSmN07DmBZVtz+Og5OI8B9u0p44KZXG8G6pk1ZWRmDBg3iqaeeinp8+/btIdt//vMfuzDe+efX6jrix0o1wZ4NjwkZLltgqKBaJ0rZ4sXJ1okVNKsUmGbgPICKEvRn/4bTb0Id1i959yEIgpAmtO3QAsOl0KZOSKAAmKbF/C9+ZMuGnXTt1T7JFjZdzjjjDM4444yYxzt06BDy/P333+ekk06iZ8+etbqOeE5STcvOgcdag8fnRdFBAa8erx0EGzwuWraOZefxR8SuaNCLPkjaLQiCIKQTv5h0HJYVqAZbMwqnEOair9Ykz7A0pri4OGSrqqqq95w7d+7kf//7H1dddVWtzxVxkmJUbivoNMDuSAy2uPBathhxtuDlHB28OQIGe4yl7fU9QxH6ZUHD7p/QJRKNLgjCwc+Q4/rQpn1BSLn6UJGi/JvCCPKuKB7941u8/9q8Rra4bpR43A2yAXTp0oWCggL/Nnny5Hrb98orr5CXl8d5551X63NFnKQDwydC84LI5RqFzwsS5BlxcFKITR3wmPgPxVj6qShtaMsFQRDSDqUURw3rCQq00gT/R1AacfCSj/Pc9Fr8+eY3+PrjQytWr7CwkKKiIv9255131nvO//znP1x88cVkZ2fX+lwRJ2mAal4Ap/8WjjgFsnJ8xdiCBhiGXT02WHDEKdimws93yG3ZoHYLgiCkK8ePGxh4Eli1iRAlsXj24RnJMSxNyc/PD9mysrLqNd/XX3/NmjVruPrqq+t0voiTNEFl5UCf40F7fS8kFboBuMN+XVpHFSFOD4kQOh9uiyBBEIRDgDMuGE6L1rkYLiOwFB7Fa2KgcGHgwsDA8L+lrl3xMysXbUqF6QcFL774IscccwyDBg2q0/kiTtKJDd+C1xP9mCNQXEbkvoihYQ0DtYYBJzSgoYIgCOlNs5wsnnn3NppnZ5FBBllkkUkGLl+MifKJEhXyn13u3pEoj/1pWmpvIg0pLS1l2bJlLFu2DIBNmzaxbNkytmzZ4h9TXFzMtGnT6uw1AREn6cXWH4h0eQShVGgmTpSaJ1rrqJ4T1Ty/YWwUBEFoIiz6ci2eUiukUqwjQhTR404A//jlCzZSuHFXY5qc9ixatIjBgwczePBgAH77298yePBg7r33Xv+YN998E601kyZNqvN1RJykE6a35jHBhHlOtL+0fVAqMtiZQHmtG8hIQRCE9Gfr5j08de/7oJVvw/+lraa4E432C5S1K39uBGubDmPGjPF/CQ7eXn75Zf+Ya6+9lvLycgoK6h5KIOIknWjdLZBSHI3w+ib4Xm8KtNeyRYkZ7jIxoOcQVHZuw9srCIKQhiz/biMXj5hsvzn6UBgQ1Ik4Hk6CMUBWVkaSrBTiIeIknehzPOg4/XOUihAfCgI1T8LR2PP1GtqARgqCIKQvy75Zz69PfwJPpYmB4YshCa1lkohA0WgyszMYfHyfpNorREfESRqhWnWBQWf5ngR+NdoRHlF662h7QIwZfbEnX76K9lQ3tLmCIAhpRXWVh9vOe4bwNMbwWJLotRYCOAXbJl03lpy82tfoEOqP9NZJA7Rlwk/LYeMiqCyD1r3AqoID20BbqOA4kpATNQrQ4Us5YWOoLIMNC6H/yKTehyAIQiqZ9fZiqivt/mLhMSUK5Y8lsYjf4V2h6HN0J3599y+TZqsQHxEnKUZXlsEnT8HeQnvZRmvba6It6H0sjLgAPeV225ES1hBQQ2SMSTSUgd62DiXiRBCEg5iP3lwERAoTB0egxEJjNwrMb9WcV7+of4XUZFPsdePV9fsYLzfNmgelABEnqWbOy7Bvq/3YX5vEp+rXz4etP4Jpoi07jVg5vSK0r3S98zoLrm0SjXjHBEEQDgLKiipqHOMIF0eI2KvfgffH1h3zeWvRPUmzUUgMiTlJIXr/dti6On4QbEWxv6iasjTaa6E9FnijVIGNeSEL1VGCugRBOLhp0yHfnyTshMBG96Fof4qx8oXNGrjIcGUw9uzBZGTI9/ZUI7+BVLL1x5o9Hj5USF8daiFMsHvz9BlWFwsFQRDSkgN7S/nqgxUU7S2jfecWdO7dluXzNvmLq0FgGSf4LdOd4eLVr//I9ac9QVlxRcjbr2lavPP8XHZvK+Lh164Mfd8VGhURJ6kknsckBkqpQPaOf54YSsWf5WNC2QFo0b7W1xMEQUgntNa89PAnTHl8NqbXxHAZmF7LV2lBxwyEdQSKZWlmTllIeUll9AoMWjPnw+Us+2YDg0f2bpR7EiKRZZ1U0qZbnWJBQtR89FcXWFZIRUR2b4kcJwiC0MR49dFZvPrXWXg9JlqD6bW/5FlaB7XtCyVYsJimyZv/mo1lxX7vdbkMZk5Z0LCGC7VCxEkq6dAbCtrHrwobD6eHjqWjbIQu/bikyqEgCE2b0qIK3njs86jHAqnC0XN1gvdaNXwpNE2L3dsO1MNSob6IOEkhSikYexVkNquVQNFag9e0RUgiSzyGGw6TgFhBEJo233y8iuqq2D3IQpv4RTtOTPESjMtl0KZj3fvCCPVHxEmKUS07wrl3wpHjoHm+7eFwZRIzxlz7PCNB9U4iB4VcAY44AZWV09CmC4IgNCol+8tRRs1BqtHkhz91GHwl7WPPY5oWZ04aXndDhXojAbFpgGpeAEN/aW+AriiGmf+Eop04qTkap4+OtsvYO+KkpviTHkejjjsvuTcgCILQCHTq0RodJ1YknOAsneAMHuenoSKXeJShGHnq4QweJcGwqUTESRqimuWjz/mjXXJ+3XyoKAGvB128L7RKbMSJQWnJrQ9DnTAJOvSUdDhBEA4KOnZvRUaWG0+cpR2HmqrBAmRmZFBZHeg75s5w8YtfjeCWh8+V980UI+IkTVHuTOg30t4A/eO38OWrUJNLUyk7hmX4eFTHXo1gqSAIQvJZvWQLt/7i6YSECVCjMFEovNUmT0y/gf17SnBnujnmhD4UtJIl8HQgLWJOpk2bxpgxY2jZsiU5OTkMGjSIRx99FI/HU6f5Fi9ezIQJE2jfvj3Z2dn06NGD3/zmN+zatauBLW9E1i4g4cprleXwvyfRq+Yl1SRBEITGwLIsHrjiNarKnc8Ep9SagcLwPw8m0OwjPof1aMOpE4Yy9pyjm5wwKfUalNRzK/WmhQyIIOVW3XrrrUycOJF58+YxfPhwTj/9dLZs2cLtt9/O2LFjqaiouVdCMG+//TYjRozg7bffplu3bpxzzjkYhsGTTz7JUUcdxfr165N0J8lD798BW1ZRQyPNoBN8/XfmTEFXlCTPMEEQhEZgyZx1bP9pny+k1fCVqA/OzFH+Rw41eU7ALnffvkvLhjZXaABSKk7ee+89nnjiCXJzc5k/fz6ffPIJ77zzDuvWrePII49k7ty53HNP4g2Ytm3bxmWXXYbX6+W5555jwYIFTJ06lbVr13LJJZewc+dOLrroosgKq2mOXv5lYDlHR0kf9g/0ZfI4WBas/i7p9gmCICST9Su21RgDEi5QFIqMTFe8E5hw44m4XCn/ji5EIaW/lYcffhiAO+64gyFDhvj3t2nThqeffhqAJ598kqKiooTme/zxxykvL+fkk0/m2muv9e93uVw888wzFBQUsHDhQj799NMGvItGYOvqwIqO6XQujlHfJEicaK3Ra+ajK8uSb6MgCEKScLtdIavasRr6BXtTMrMz+M/c39OyXV5I+rHhEyMnnz+YiTecmCSLhfqSMnGydetWFi5cCMBFF10UcXzUqFF06dKFqqoqZs6cmdCc06dPjzlfbm4uv/ylnar77rvv1tXsRkdrDQd2hb4STV9lWB0kVDQB4RI4G727EOulO9E7NzeKvYIgCA1Nv2O6BC3oBIhWUE2hMAyDU//vGLr1bc+r3/2R6+47i95HdqJj11YMH9uPyf+9inuev0S8JmlMyn4zS5cuBaBVq1b06NEj6pihQ4eGjI1HSUmJP57EOa8+86UXUZZxLG2LEa9l/4yS+6+c1OKqCqxpj2KJB0UQhCbIinmb/HEmwf85hAoUTVYzNxfechIABa1yuOiWsfzn698zdfndPDrtGkaecYSkCqc5KRMnmzZtAqBr164xx3Tp0iVkbDw2b97sfxxrzkTnq6qqori4OGRLFUopyMiOn6gTq/mfs18pu07KzH8nxUZBEIRk4fWYvPPM1zGPq7Ag2Ga5Wfxz5o107tmmMcwTkkTKxElJiZ1FkpMTO3UrNzcXICFx4MwXb85E55s8eTIFBQX+zRE1qUBXVUBlRaxq9mFLO6HBshGVFAt/lPgTQRCaFKsXF3Jgd/z3reCqr/f+5xL6DOrcGKYJSUQW3KJw5513UlRU5N8KCwtTZ0x1BaBDRYiDfx+hnhXLjkGxl3UIGa83r0yuvYIgCA1IZXl1jWOctGHDUCz+Yl2yTRIagZRViM3LywOgrCy2Ii4tLQUgPz8/4fmcOQsKIjtKJjpfVlYWWVlZNV6zUWiWCy43mF5f6XrCBApRH0dNl9ZAdVWSDBUEQWhYqis9LP9mY8zjwVEnGo1laRZ/KeLkYCBlnpPu3bsDxPVKOMecsfHo1q2b//GWLVvqPV+6YJexHxHQHTpsi4dzPEioqFYdGtpEQRCEBqe60sMfz32BKX//IuJYeCqx4cvkgditx4SmRcrEyeDBgwHYu3dvzADVRYsWAYTUQIlFfn4+vXv3DjmvPvOlFYf1s5dkwrwhsYrJ6WhLP5a9NGS1PixZVgqCIDQYU/85h5XfbY54nwuUWgvN2lGAC4PBJ0o34YOBlImTzp07M2zYMACmTJkScXzu3LkUFhaSlZXFmWeemdCc5557bsz5SktLmTFjBgDnnXdeXc1ODdUVfi9ITQJFax1IIQ4vzGZqmP+/ZFsrCIJQL0zT4u2nvo4qTMLTiAPH7L2HD4mdAXqwUepVDdBbJz1dTSkNiL3rrrsAeOSRR1iyZIl//969e7nhhhsAuOmmm0LiR6ZPn07//v0ZN25cxHy33norzZs357PPPuP555/37zdNkxtuuIEDBw4wbNgwTj311GTdUnLIbm7/9C3laEvbmTixBItp2X14NP7gWKdAm174Kd4X78X85n92JpAgCEKacWB3CaVFoe9PjjCJh2EoflyUwgQGocFIqTgZP348N998M6WlpYwYMYIzzjiDCy64gN69e7NixQpGjhzJQw89FHJOUVERa9asYcOGDRHzderUiZdffhmXy8W1117LiBEjuPDCC+nbty+vvfYa7du3Z8qUKU2u+I7qfiS4M6If9AkQbVpopyBbeKxJUEqxQsPen9Fz38F8/Gas1YuTarsgCEJtWbPk55Dnib5jK0NRWSZB/wcDKU8lfuKJJ5g6dSrHHXcc33zzDTNnzqRz58488sgjzJ49m2bNmtVqvgkTJjB//nzOO+88Nm7cyPTp0zFNkxtvvJHvv//eH5fSlFCZ2ahhcZa2wlOGg/dH3e3br0ysd55C/9z0OjULgnDwsn9PacjzWEs54Zhei7yWzZNlltCIKN3UWvSmgOLiYgoKCigqKkoorTkZaK3R381AL/oILNPZ6fsZ98QoPXcCc2ICPY/C/X+3NqS5giAIdWbO+8t58LLX/c+NhH0nNr2O7MR1fz4rZcGxyf7McOZ/uN+dZLuy6zVXpVnJXWsmp/TzLRop95wIiaGUwjjulxhXP4o66WLoM7TmdOJEdKcBrPse7a250JEgCEJjMHxcP7KbZwIxug/XsDS/ceU27jjvBRbMWp0E64TGQMRJE0M1y8M46kRcZ14LWc3jCxClYnpNQtHg8TSYjYIgCPWhWW4WF/9+LOBb0lFODZOgsmtK+bdwtC9x4InbpmNZVuMYLTQoIk6aKFpbMOA450m0AXagbE3eE8su/KybVoywIAgHORfeOoa2HQoihEk0MRJLoOz6+QDL59bcOFZIP0ScNEG06cV691+w8FM7bdh/ILgJIGDpmO5PR7Ror2Vn8+zZkWSrBUEQEufHBVvYt7Ok5oE+YnlRdhbub0izDnm++uorzj77bDp16oRSivfeey/k+P3330///v3JycmhZcuWnHzyycyfP7/W1xFx0gTR33wAG5YDoJwaJo7IMH3pxFZYl+IoVWO1xydsLFCGqxHvQBAEIT6LZq/F5a7/R1R+K8neaUjKysoYNGgQTz31VNTjffv25cknn2TFihXMnTuX7t27c+qpp7J79+5aXSdljf+EuqG9HvSSzwnr8mfHl1i+n87z4ONBPzUEiRigeR60lxbjgiCkD6a3/rEiuQXZHHNSnwawRnA444wzOOOMM2Iev+iii0KeP/bYY7z44ossX748avHUWIg4aWrs2QbRKruGe0jixJooQDtiBjCOPwPlkj8FQRDShwFDu9ZboFx+92lkZscoYCmEUFxcHPI8KyuLrKyses1ZXV3Nv//9bwoKChg0aFCtzpVPpCZHw5alUYNPwDg+tgoWBEFIBcNP7UdB6xxK9pajg973EnkHzG6eyRX3nMY51xyfPAPTgGKPotqqXzZDpWmf36VLl5D99913H/fff3+d5vzwww+58MILKS8vp2PHjsyaNYs2bdrUag4RJ02NNodBZjO7GWAd0QCtOuE67TJU1z5Nrpy/IAipR2vNqnmb+frt5ZTsL6dtlxaMvXgIXQe0j3teyf5y9u8sIb9VDi3a5cYcN+2fX1OytxwI9NTRaNvzG2f+Sb89iUm/PYlmufX71n+oUVhYGFKErT5ek5NOOolly5axZ88enn/+eSZOnMj8+fNp165dwnOIOGliKHcGashY9Hc1dxcODz2x92lAQc+B6MI1WPM/gupKVLvOGIPHoNoelhS7BUE4eKgsq+avl/2X5V9uwOU2ME0LwzD437PfcsY1x3LFw2dGfOnZum43rz00i/kf/Wg3LgWOOqEnl9x9Cn2Hhn5rXz53Iy8/9EnEdQMl7HVMgdIsN0uESR3Iz89vsAqxOTk59O7dm969ezNixAj69OnDiy++yJ133pnwHCJOmiBq5DnoXVtg44qoAgTCQ0/CuhZ7LPj2E/C15FGA/mk15oJZGCddgDHyF0m+A0EQmjLP3vo+K7/aCAQCVy1fWYOPnp9P284tOPvGkf7xW1bv5PbT/01VebVfmACsmLeJO858nrv/ewlDxvVl7ZKfmfb4HL758AdcKLRPhERtHUbg/ct+bj965aFPWfz5Wv7wzETad23ZwHcu1AXLsqiqql1DRkklboIolxt11jWQUxD0ynTcnkEEv6o1aFOjq3TIIL+u8akZ64u3sVYtSJrtgiA0bXZt2c+891ZgWbEXV97759d4Pab/+ZO/mU5VaTXatJdl/P4PS2OZFg/936s8fsPb/O6UZ5k/88eI96jwDypHiIQLE4dV87fw29Of5UBYA0Gh/pSWlrJs2TKWLVsGwKZNm1i2bBlbtmyhrKyMu+66i++++46ffvqJxYsXc+WVV7J161YmTJhQq+uIOGmi6C/ehIpS23Xq7zJsFyHSENqQwvJtpr0/+JSIeTVYn72ZTNMFQWjCLPu85i7mxXvL2bR8GwCfvrKQdUt+Rmsd0l04+C1Ia/hy6jKU1phBhSVjjY92PBjLtNi/s4QP/v1t4jcmJMSiRYsYPHgwgwcPBuC3v/0tgwcP5t5778XlcrF69WrOP/98+vbty9lnn83evXv5+uuvOeKII2p1HVnWaYLo8hL4cT7o6Gl2yu9F0c4OsCx/CZRYS0HOUIr3YZUWYeQWJMF6QRCaMp5qr/0lqIbWGNWVXnYVHuD5P34IhHo3lG/JJjy41VAKM8q8yjdSR+yLjWVpPnl9EZfedUoNdyTUhjFjxsT93b/77rsNch3xnDRFdm6GRJpZKQJqJEinJILetKqu1gmCcBDTfWCHkLiRaLjcBl36t+PTlxZgWTqqkIjuQdEYMd6kDBTuoC2RD6+iPWUJjBLSEREnTZJapv4m1JnYxq9lpEuxIAhROPz47nTq3QbDFUNEuAyOHz+Q/NY5LPl8bVwhE120gAuFEXQ0EFoX6J/jUgauGt4LW7aPnaospDciTpoinXpCDRVdtfb12wkTJgkUkLWDZ+d9jPZU19NQQRAONpRS3Pr8BLKbZ2K4Qj9CDJeifbeWXPbnM1i3uJDCH3f5A2DjyYjQBR9bgChCBUhwarK/QzGxP8SUoTjjsuG1vj8hPRBx0gRRWc1Rg06MuUajta9nThQBEq3ljvPYSTvWlkZv34q14IuGNFsQhIOEHkd25NEvb+CUy4aSnZMJQEHbHM69dTQPf3otpfvL+dOZL9hNRYOC8I0owfjByzvBx/xiRBFzqQcI8bD497kMOnRrydlXH1fPOxVShQTENlHUiRPQ+3bA5h9AGXZwrD/iFdtrEutc5YulVWEeFP+59k7zu89xjTwtmbchCEITpX23llz96C+4+tFfYHpNXG67s7nWmj+e9AyWaUVk08Sq8KqwA2yVU3sp6L0puDpsOH4BE/RGppTi2NP6cfM/ziWvRbOGul2hkRFx0kRR7gyM82+Fjcuxln8FxXvtuie5rWDxl4lNEv5atwhdH96/q4GsFQThYMYRJgDL52xgT+EB26MRoR3sLB3DJ0KCvxzZZRB09KKSNXTUUUDnPm258v7T6X1UJ9p2blGPu2k6lHo1nhqCk2uiqp7nJwsRJ00YZRjQ+2hcvY/279MlBzCXfBUzzRiixJs4OyzfNxjle54pJaAFQUic6koP/7x2GhC+ROMrYWA/A8CKkTLsCBEV5tkNFK4P4KS0auCWJ85l4HE9GuQ+hNQj4uQgQ+W1QB09Gr1sTuyo1wifqvIHzmrf0o5WQHk5lbdfhWvoKIyjhqN37wBtYfTog9G5ezJvQxCEJsKWH3fy4XPf8s37K6kqrUbFqKMUZQWmRgKiJjhkFiy/gFGY2qJj91YiTA4yRJwchBinXYxVVYFeNR8MA20GRcf6i7A5r3oFVnAdlMDaL26FrqrG/GY23nmzQ0tKd+9N5qU3YLRu29i3JwhCmrBg5o/87co37eVgy160iZeX43hPrBjLNIl0HdZolO8LlON9OaxXa/ZsLaLNYVI48mBBsnUOQpQ7A9d5v8Z1zYOoY0+Dlu3RJuhqjTZ1YLHXCX4NWgHSAd8raFCZwRMHjduykap//hldJr0rBOFQpGh3KY9dPRXTawXFqqlYSYT2UQWgY3pPaqr66oxRSmFpy78EtPTLDdwy7kn2bC2q1T0I6YuIk4MY1b4rrnH/h/ui34HKsGsHaIVy+uxECUsJaXOufEWPMqL047EsKNqP95vZSb4LQRDSkc/fWIzXa0XIiXjLNsExIlGPh3dQT3AJyDItivaU88pfPk3sBCHtEXFyKNCiDSq7WQ3x7gFU2Fcf5VKRaccAWmPO/7pBTBQEoWmxZtHPUau/xvecqLjvQ4r4x4OJSDY0Lea8vYzy4soEZxDSGREnhwB66yYoK0646H1IUyft+zYT4y9FlxbX2z5BEJoeLpeK+CKTCFnNMqKWvte+//zPY7hNtNZRM30AvB6LvTvkPelgQMTJIYD5zccJjw0XJuBb2jGifSNSqFZt6m2fIAhNj6NO7I3WtpwwULgUuA2FS9lN+ZyqrsH9cFAw7IwBjL1oCO4MV8Scltb2nP7ln7BlHt9zK9qatI+c/Oz635yQciRb5yBHlxahf1gAWtf4LccvTDQBn2nwrogvKxr38WMbzlhBEJoMJ04YxH8nf0bFgUrCZYazfONSTnVXG62h/7FdOe2qY/nVfaeyafl2lKHo3LctSz5fx5pFhayYu5H9u0sxvRZul0F5cZV/Xq3BjCFMlKEYMLwrrTrkN/zNCo2OiJODHOuHRXbgq8KXIlyDGzaKMLEnImKRV7XriGv4CQ1mqyAITYdmeVncNeVXPPCLF9BW5HtLRL8bpbDQTHv0C065Yhh5LZtz1Im9/MfHXTSEcRcNibjO9k17KdpdRutO+bw2eRafv7k0MtbFd7FL7jylIW5NSANkWedgp6IMf61oItdxHReqU6fAL0506JjQ53YBWnPbdrxLFyT7DgRBSFOKd5faJQdq+NKj/D8VpfsrWDFnY8LX6NijNf2Hd6Vt5xb85h/ncspFx/iWmhWuDPsjLCc/m7tevoijR/eqYTahqSCek4Odlm3stF/AqY/keFBClnGwj/lrKIV9MdGmT5SYoceqX3sBV/+BGAUtamWWuWs3VbO/wFy/HlwuMgYdReboEzByc2t7h4IgpIjt6/dguAwsM3YMSDgKWPDhKgad1LvW18vIdHPrv85n0h/GMm/GSspLqjisVxtGnn0EmdkZtZ6vqVPm0XiM+vXGqZbeOkIqMA4fipnVDKoq7B0xPCh+whtY+LwoSgGGT5wEoy2838wh84xzErap6uu5lD//ov3EJ5y8q36kYvr75N3+e9y9a/+mJQhC42N6TLTvNZxIeXrne88Xry2mU6/WnHXDyDpdt33Xlpx3oywpH8zIss5BjsrIxPXLy+p2spNG7BMkShG1MrX1808JT+ndsIHyf79gixIrpDQtVFZS8v/+hlUqVWcFId3Z8/MBPnlxPhC/tkk4ztA37v+U9Yt/bnjDhIMCESeHAMbhQ6GgTfyGFeE4acSoUG9J+JuQUpCRSaJUfvRJ7Hcyn0Cp/npuLQwVBCEVTP3LZ5QdiCx4lqhQ0cDjV02lvESKpgmRiDg5BLCWzIX9e+x3gyhZNxEEHbe8ocGw/pgU5w3IsnAfOThhW7zfLw/1mERcW+P5fkXC8wmC0PiUHahg/gc/xIw1SUSgKGDftmL+eskUrHjvCcIhiYiTQwBr0RxCu/bVcIImkMHj85poXzdjf/wJgGGXtlft2iVsi07kTcgMD2wRBCGd2Lu1CNNbN0Ghwt6Kfvz2p1pl7wiHBiJODgF08X4iFEl42rCz+fbb2TyAK+hMDcr3F6NUQO5UPfc4OkFB4e7dC4w4f3aGgbuPBMQKQjrTLMEqrE7D0OAtHMNlMO+d5Q1sodDUSak4KSkp4a677qJfv340a9aMNm3acNZZZzF7du073ZaXl/Phhx9y0003MWjQIPLy8sjMzKRLly5ceOGFzJs3Lwl30DRQ+S2jH/AJEn+5aAu0Fah74gTAqgyfKFFguAMCxZ5Dw4F9mPMTixPJOv20+Ms6QObYMQnNJQhCamjbpQU9BnVCGbHXbxTE9NL6M3uwG/aV7CtvaBOFJk7KxMmuXbsYOnQokydPpqSkhLPPPpsjjjiCjz76iJNPPpl//etftZpvypQpnH322Tz11FMUFRUxbtw4fvnLX5Kdnc3UqVM54YQT+Mtf/pKku0lvjKEnxj2uULYwCa97QtA3HVfock7wX44Gqt97M6Elm4yjB5F11pm+eYImMezmPTnXX4urjfTrEYR0Z8IdYyNKEjjhaEoHeUvizKEAw23QtmuML1DCIUvKxMm1117L2rVrGTduHOvXr+ett95izpw5fPjhhxiGwa233sry5Ym7+jIyMrjyyitZsmQJmzdv5r333uPtt99m7dq1/P3vf0drzd13382cOXOSeFfpiTF4JLTvHLW2id9rEqUyrINSAc+Jf1+I9wR0WSnmymU12qKUovmk/yP3d7fhPvxwyM5G5TQn47gR5D14H5nHH1fLuxMEIRUMGtuHG5++gOxcO1vPMGxporAb/QX/ZwRt/mqxjnDxWvQa3ClFdyGkK0rHrMaVPFatWsURRxyBy+Viw4YNdOvWLeT41VdfzYsvvsiFF17If//73wa55sknn8znn3/OVVddxQsvvFCrc4uLiykoKKCoqIj8/KbZVMoqLcbzl5uAQA+MEFGSANoLwT23LE/QMRTuoceTdfn18e0oKsK7bgMA7j69MQqa5r+nIAg2lWXVfP3WMl7/00dYZs1vJhptlyhwegwrMAyD3706iaNP7pt0exuDZH9mOPNf0fEOMo36dWGutip5afsjaff5lhLPyfTp0wEYOXJkhDABuOiiiwCYMWMGHo8n4nhdGDzYTnctLCxskPmaGkZuPmrAkEBciakTSysOJop/1p/FY2l0VVXkAB9WeTmlTz/HgZtuo/Qf/6T0H//kwE23Uvrs8+iKitrejiAIaUBVRTVvP/wZ7//1C7B0ZBkkopRG8u3x+1C0ncX3zE3v4qnyJttkoYmQkvL1S5cuBWDo0KFRjzv7y8rKWLduHYcffni9r7lu3ToAOnbsWO+5miquEePwrFwcmg7s4NQviYXvHO2rP+0XJc65hoHRIeCa1V4v5s9bwTQx2ralePKjWIWFobWtLYvqed9ibt9B/j13otzSTUEQUo3XY7Jqzgb2by8mr00OR57Uh4xsN1pr1nyzma/eWMyO9XuprvSwbd1eLJ8nxFBB3hB87xe+J4bvcXAbF9uD4nPeaijdX8Gij1Zz3PiBjXzHTZdSjybDqF+NGI/01gmwadMmALp27Rr1eH5+Pvn5+RQXF7Np06Z6i5MVK1bwv//9D4Dzzz+/XnM1ZVTzPNtbYoRqBKVq1iaOIMF5wwl/PWiNe+SJaMuiauZHVP7vI3RJie8CgRopIdfUGiwTc/0GqucvIGvk8fW/SUEQ6szCD37gv3fPpGRvIHumWX4W594+jtXzNrJk5upAX1CtMZQdR+JfzVF2MKz9MOiJD0MFBIqztOPgchtsW7c7afcmNC1SIk5KfB9aOTk5Mcfk5uZSXFxMcXFxva5VWlrKRRddhNfr5bTTTuPss8+u8ZyqqiqqgpYo6mtD2pCRab+rmIT4W7WzvONKbBrlEzfKCoiczHMvRLVuS/mLL1H95Rz7TSpIBPn78kQT6UpR9cVXIk4EIQXsLTzAuu9+YvP3W/n8pYVAaP/PiuIqpvxpZsg5CtAqENzqAkztCJLo13E8KYG3gdA3A8vSZOck3gpDOLiptTj54x//yAcffFDrC73wwguMGjWq1ufVB4/Hw4QJE1i5ciU9e/bktddeS+i8yZMn88ADDyTZusZHteuIatMevWdn1EBY7fOGxBcS9n7lsjsUK8DodzgZJ5+Jd916vzDxDw+uBqkJmTfQxdTC2ruv/jcoCELClB+o4PXff8D3n67xvyYzDYWltX+pxb8cQ7TYERuN/Vp2BEromFDvCAS/7kPfZLTWDD1zQIPcm9D0qbU42bZtG2vWrKn1hUqDOs3m5eUBdkxJTePrGj3s9Xq58MIL+fjjj+nWrRuzZ8+mbdu2CZ1755138tvf/tb/vLi4mC5dutTJjnRCKYX71HPxTHk26nEdHIsSaxlSB4112Rk8utIOaK36cg4Y9ttR9OtHChTnudFK6hwIQmPhrTb518WvU7hye8SXBQOfIFGB/YaO/ZYQTPCyjUOwQAmOQ7FTiRWm1ihDcdz4gbTv3qre9yYcHNQ6W+f111/318aozXb66af75+jevTsAW7ZsiXqN4OUcZ2xtME2Tiy++mHfffZcuXbrwxRdfRM0KikVWVpY/7sXZDhZcx4zEffYke83FV6LeH3/iW94JTy4PCXz14XhXtAZr0ybK//kPrMItdtZOnHexqCWsNWSdeEK97ksQhMSwTIvXbpvO9hXbyQAyDXCHeDsVhqEwFP6yA0rZwiMaEXVLoo5xyheE7ne+qww7awDXPHZOHe9IOBhJSSrxkCFDAFi0aFHU487+nJwc+vatXd67aZpccsklvPXWW35h0qNHj/oZfJDhHnMmWfc+geu088GVYQsSXw0T/88YSz7+5yFR9+BdtgS9dZP9FasWKAUqL5fMEcPrciuCINSC8qIK7jnm76z83yoMn+BQgEtBpgoUfzYAl09SKKX8IiVOtXogdjfi4KWd4HcIw1CMOOcIbnnh/8hsllH3GxMOOlIiTsaPHw/AvHnzonpPpkyZAsDZZ59NRkbif7CWZXHppZfy5ptv+oVJr169GsTmgw2V34KMU87Bfcr4iMwbbdqbZQYFy0ZB+3r9KachoAaXm9gnOOeFCRtX3z6oTAmEE4Rk88R5L1F5wF6GVUHLNs5jd5i4cBHsGQmIlGCCX+3RvKaOMIl2TAHdjjx0yzsIsUmJODniiCM455xzME2Tq666ioqgIlwfffQRL7/8MoZhcOedd0ace+mll9K/f3+efPLJkP2WZXHFFVcwZcoUESa1wH3yLzCO8WXJOL1unIweYrzZ+IJptRkYB0G9NFzRz4s537btdbReEIRE2b15H7vW74n52gzvhePokOAkPq11bO+IjixJEC5Mwi+tgVETBiV8D0LqKSkp4dZbb6Vbt240a9aM448/noULFzb4dVJW9erf//43q1at4rPPPqNXr16ccMIJ7Nq1izlz5qC15oknnuCoo46KOG/Lli2sWbOGPXv2hOx/8sknefXVVwHo1asXDz30UNTr9u/fnzvuuKPhb6iJogyDzF9dj3XsCXi/moW1col9QANe/H8hISnBGqwq/B6X4BomToS/GaVySrTYFTSYu/c28F0JggB2fMmujXuxvBbLZ62pcVlG43v9hgXJqjgBscE5N8GPw7N0op1//h9PomWHgyem71Dg6quvZuXKlbz22mt06tSJ119/nZNPPplVq1Zx2GGHNdh1UiZO2rVrx6JFi5g8eTLvvPMO77//Pjk5OZx22mn8/ve/Z9y4cbWab9++QCrql19+GXPciSeeKOIkDKUUrn4DweulevmSwAENeHxVYR2niuXrqROcbQMR71Aut/0ty45Vif6O6D/X66H0hZdodtYZuDp2aLgbE4RDFK01X7+ykNnPzqNoh11XynAn5ihXwa9lwgs2KnSMiqLBmX7hwiSclh3yGP+7ExlzyTEJ2SSkBxUVFf7P69GjRwNw//33M2PGDJ555hn+/Oc/N9i1UtL4r6lxMDT+SwRz5VKqn3usxnGWl5CsnuC4lEDgbECQWCY+hRMYE/pXp+wlJbebvDv/QEbfPnW/CUEQePf+j/n65QUR+1WYRyQals9LEqxBvEGeEzPoQLQPD68VKk2c13qf4V05fsJRdB/Yke5HdcRwpSSqoFForMZ/E9rcToaRVa+5PFYV0/b8PwoLC0NszcrKIisrdO6SkhLy8/P57LPPQhwIo0aNwu12x3UM1BZpZiL4UZ271VzGHkLTjXWg/L1T+8T/BDtV2XCB5Q3MHFaSyf5hWeDxUPr4v2jxz8ekz44g+Ph5+TYWvbmEXet2YWS46D+2L8MvGUpmdgZ7Nu3luzcWseGbTViWpuVhBezdsp/dG/aSadgCwxv8gouT7quDxsTynIQTXqtR60ifiVIw8Z5TOPOGkYndsJAwxV4vGSrB0t4x8Gi72WJ4La/77ruP+++/P2RfXl4exx13HA899BADBgygffv2/Pe//+Xbb7+ld+/e9bIjHPkEEPzorVt8Ltno36z8npKwGBMH/zkqcILy1VJxKsra+4MHhV5AFxXjWbKUzOHD6nk3gtC00Vrz8eTP+OY/3/lVgNbw04ItzPrbbI4483CWzViJUmD5gkR2rd1tZ9Xgq96s7AwcM+h17RRbDG7EFy0czHkePZ4kljAJ3auU4siTenHatSMa5h9FSBrRPCfReO2117jyyis57LDDcLlcDBkyhEmTJrF48eIGtefg9asJtcbaFwhMDS7OFlKoLYgaFwQVgA5JVazxHJcL78bNiRksCAcxi95cYgsT8H/eO68j02Ox/P2VaEv7hYk9wBmnQlJ/XUGvweAvHkZ4hg6BrJtwIRJ83PkSE0z7Xq3p2D9QhbtF+zwuuGscN788CZe7ft/uheQTXng0ljjp1asXc+bMobS0lMLCQhYsWIDH46Fnz54Nao94TgQ/KjdybTSqmFCRRdmijQn/ehUQOXEWjrQGWdIRDnH2/3yATx+ZFSIqrCBPRyCLJqg0fIzXle291BiEljQKb8QX7eywFSHbDgKCJiPLTbserRhz6VBG/t9g3FkuSveVY3ot8tvmYBjy/fdgJScnh5ycHPbv388nn3zCo48+2qDzy6eA4Md1xFGQlQ1VlVGPR8SZJOI50T53r1YhgbAxA/Isi8zBUvdAOHT58dMfeee2dzGrzZDXiULhUoGAVUdYJBAlZntQtI4cqQI/nC8PIWIlioekU982DD9nIKMvPoaCdrkR18prHbvbvND0+eSTT9Ba069fP9avX88f/vAH+vfvzxVXXNGg1xFxIvhRmVmQ3xJ2RxZF869Tm4EA2IQ6gfm++Vle39N4aQKGgat3T1w9pd2AcOihtWbm/TNZ/F977d55nfnFgrJFfnAdktqgEvhGEZ5G7DT9czwuhsvgzveupHmLZrU3QDgoKCoq4s477+Tnn3+mVatWnH/++fzlL3+pVTX3RBBxIvgxN29Eb9/ui6QLDZ4DX0BrsOcjEe+J9pXBj+ZtcXYYBlgWrs6HkXfrzfEFjCAcBFhei/VfrmXLwp/QGroO7crqz9ewYvpyXEF//lqHL8XYcsX3w1/00Bkb6+UYq2KEIjRlOHiO4DgxBSiXYvBZA0SYHOJMnDiRiRMnJv06Ik4EP+bShX6hgBkoTRLLS1KTMNHaV9PEsgPztP+kwLue+/D+GAUtyBwxjIzBR6NcEjgnHNzsWb+bqddOoXhbEYbbQGvNolfnh7w0ggmOFbGXc3RIRk6weDHCsnFCsmmIzLAJJji2Jdr+ZvnZnHNn7YpjCkJdEXEi+NGVlaHBIHHERyLCBEB7nbfQoOUgB8PA1aM7mUOOgQz5UxQOfsr3l/PGpa9QUWT3E7O8oZHlvv6ZfvzORQJtrGyBEVAyThxKIFMnaD4Fls/14cSVRKQAh9noDy0LSwIaf8c4WnduUYu7FYS6I58Igh+jQyfba1IDwUGtMUWKBitImETFsqj48BPK3//Unq8gn+bnnEmzM0+RpR3hoGT5O0up2F8RdZkl1uspuL8NhMeh+I4RKTLs+UIrjwQv1dS2NnhBh7zanSAI9UDyvAQ/7mOPt5vixCD4zSyyBH1gjGWCNg3ChUn4eK1Dd+qiYspefZOy16bWwXpBSD3eai/rZq/h+7eWsGHOOkyPGXJ81cwfYsZ/OCQiy6ONibovqNaJQ3ARRSt8P9Ff1+5MFz2O6RJ5QBCShHhOBD+qeQ6Zl1xJ9cvPhQTCQtAbV82OlZDxIc/DapwoBZYV+ZZa8b9PyR4zCnfXzrWyXxBSyfJ3lvLlX2dRWRRIxW/eKodxfzqdAWceAUB1WXXcORJJ0Q/UJ9EB4eHb51SCjTiHyP3RXspWFIGiDMVxk4bQvCA7vmGC0ICIOBFCyBgxCnPjerxzPvfvC65vEvI8CspXoM35GZLtE5YVEDxnCIZB5Zdzyb30wrrehiA0KsvfWcrHd8+I2F++r4wZv3sHw23Q79QBtO3bjv1b9sWN5wpO5w2O/4gUGJHC3qWiC5TwOBavFXp6sNdEuRTa1BguhWVq+p/Qk/F/OiW2wULKKLUqcasa1GwNeHVVA1nTsIg4ESLIGj8Rc8kidGlxROh+3G912lkHV/70YXQgjEXrQGAs+LoVR3NGWxbmzt31vAtBSB5FP+9n+dTF/LxwMyjFjh93xB3/xSOf0Pfk/hx+1hGsnbW6xvkjqrf6HigCNU7Cw7Kcc1wq0OwvfAlJB4keFbYPBRf8+QxWfbmBol0ltDqsBSMmDmLASX0wjGiLRoKQPEScCBGo5s1p9ru7qPjnX9F79wChHpCoOYnBta0JBNzZsSc6ZIxfuMQpnK0ro1epFYRUs+ajH/jo9umgNdon3rW2G+z5q7eGnVO8vZhP7v+QzPzEa4REEyhOXZNYq6vBr1FHmISPNf3CJfhEGDHpGEZdOoxRl0rTTSH1iDgRomJ07ETzh/6K+f1Syp97Giyvz/NhiwmldKim8L8DqoAr2lT+ffaOWJk+kQLFqhBxItQeb5WHij2lZDTPJLtlw5dR37NuFx/94R2/F8Ov0YOFQ9gSjPPz+7eWYmTWro5PeAxKeAXXWDipx9ECXiPqmBiKE64Yzi/ulKUbIX0QcSLERLnduI8ZBhnN0NVlvp3Ot7PwoiVB6DhLNsHzxwn+0+XldTNaOCSpKipn6bNzWPfeErwVHgDaDe7K4OtOpNOIXg12nbn/+DzQoTfIS+F4MywdqNgavOxiaXupxao24xZCi0Y0gaJiBL4GE17LxB9rEjRP626tuGHqZRS0lzRhIb2QVGKhRtyDh9iVYyFmUGx4U8BYdUoSKV+iNejScqwyEShCzVQVlfPhpS+y+q0FfmECsPv7Qj759WtsmLm8XvNbXovv/7uQF056jC1frfP/jTs4jw3l/O1HiQcBMozAY5dK/M032mst1svIv5zqXMhHRpYbjxna1XjQWUdw24xrRJgIaYl4ToQayTrtNDzffuN/7s/GISzdOMSHHDlPbYo+mUVl7HvgMVr/5Q6UVI8V4rD02TmU/LwPHdYNz4kHmffgB3QZ3ZfM3PipsEWF+9n0xWq8FR5a9W5Lt9F9UUox/ZrX2Lpws39cLOHtVHKNFg/ieD/cRmjTvvCKsBFZNuHCBOLWoFe+bJ12fdty6UsXceDnIrJys2jfty071+3mp6VbMVwGvY/vTstOBdEnEYQ0QN71hRpxdelC8xtupPyZp8H0hoT8Ry3EppQ/QydaGnEwgeN23EmgnorGu2Ezld8uotnoEQ12L8LBhbfKw7r3l0YIk2DMKi8bP1pB/wnRAz29lR5m3/cB6z5aaQsPQ6G9FtktmuHKzqBke7Hfy2EHuwaltwRRU42SaB1/nUmd3Y5Y0YRm1oT81KHHg7E0YCh+ce/pFLTPp6B9vv9Yh77t6NC3XWwDBSGNkGUdISEyjjmGvMf+QfYFE1EtW8Ydm3nq6WhtB/7VVCbb7xI3AHSQJ8b+kKiYPTfmuVprrPIKrMr0zNMXkk/FnlK85fELmxkug6JNe2Ien3XHu6z/+AdbJFga7QvMqDxQQen24hAJorDfNO1g2Gh5OfEjrZSKPO7s8+8PmtKKcgWlQoulOZupAZfislcupseI7nGsEIT0RzwnQsIY+flknXUWmePGUf7EPzBX/xjoYuz7mTHqBLIn/h/VWw9QtWAJCm/UOJOoa/YGWMEdzCyNue9AxLnasij9+CtKP/gc77ZdAGT27UHeeafS/PghDXvTQlqT0TyzxjFagzvGuF0/bGXT56v94iD4T1UTaLYXTnASvNOEL5Fly1gtH0Lm9k0efG1HBikcYaICHhTnPENx4q9H0eu4HjUbIghpjogTodao7Gya/+F2zB9X4flmHlZJCUbr1mSecCKunj0ByL3kAqpX/gjlJSE1UuIFxPpbvTuL9krhatMqdIxlse+x/1D+1cKQT5Lq9ZvZ+8hzeC85h/yJZzbg3QrpTHbLHNoN7sru7wv9MSbhaNOifHcJC/4xi/ZHd6HLCX0w3C72rdvFh9e8hksR8jcaONGuXRKvJHxgqF1K3p8qT/T4kajzRFn6jJaRo4DmrXMo2lOODs/gMRSdBnbkhGuPj/pvIAhNDREnQp1QhoH7iIG4jxgY9birfVtaTr6b4n88jbn5J//+qB8CzpwBh0lgcFYWni1byeh6GAAVcxfbwgRC37l9JxW9/j77//sRrnatyTv9BPLOGIWRnVXX2xSaAIOvO5FPfv1azONaw7r3lwGw4mVo3j6PEx86l09/Nw1Pqb0kGMu7F15xNfoFQpdaYgkT39BapRGHGgTXvHctezfvY86z81j/9QbQkNO6OcMvHsqoa44ns1lGXWcXhLRC6ZpaZAoUFxdTUFBAUVER+fn5NZ8g+DGLiim66wGsvfv8+2pKJ/ZUG/5S99pXT6XZ6GNpcdPl7Lr7MarXbIysJOUjsAZvgFJkdOtEh0duw5XX8AW5hPRhw8zlzHvwA8wqL4bLwLIssELL+/k9c/iWbCwILhoYi+AA1FiVWe1jgT/scBHinBvLexItXdjre6wMhbY0p91zOsMuGe4f46n04K3ykpWXLeXl04xkf2Y48x/V4jJcqualzXiYuprlB15Ju8838ZwISaN6yfeUPPEUVHtqHgwhrdz9z30fLxVfL4CsTKrX/xRTmECYi1xrPFu2s+/f02j7u8vrdhNCk6DXmUfRZXRfNn60gr2rtrH2vaURXrqgBr52mBSBzBvtExbhMSf+c33Po6UKR033DTuufdesoS6h/2LKUP6c4/YDOnDCDSfQ7+T+IcMysjPIyBZPiXBwIuJESArerdsoeexfYNphfSH1UGIs7SgFpqkiAmO17929YtbXaK+KWWfCmTsEy6JszkJaXX0BroLcet6VkM5k5mbTf8Iwvn/+q4hCacGE9KdxHmvtFygOoUGvoam/EXNGOS84LViRYE8cBTlt87jotctAKdxZbvLaSZE04dBDxImQFCo/mhUzh9jf0CzIy6FUoHsxBGfuBMZoVMS50XCWhPyYFtUbC2k2eEBdb0doAlSXVrL27cWsfHle3HHB9UiCq7taOngRyHfc9z9/6i5hfXN8D8KdIiGPa4hHCWbwRcM4/voTyGkjQlo4tBFxIiSF6kVLQtVGFIK1i2kCOpDM6Y8P0LZQ0Vo7ThjfcRUhUPxBh1He/a3K+LUwhORgebwol4EykltSad17S5k/+X+YVV5bQATpjESC6oK7/8Y7Fuw8ccbawiSWmyZwjpMiHDVjx1B0OLITp9x9RgLWCsLBj4gTITl4vXEPO8Ij0JMntMpENA+Jy+XUk9BYVqiHxJ/p4wtyDOfAax/QfOjhqAxZo082ZrWXjW/NZ8O0+ZRv249yGXQc3Z++l51AqyM6JzSHtiy2z9/Ipv99T+XeMpp3yKfnWUfTdkhXFLD12w1sn78JbVkYLoMfXgm0V1D+/0V6OiC6eK2pumv4WOUExypQyoiZxhy+FBSrq7C2NCOuHpmYAYJwCCDiREgKrh7d8a5aHdN7EvxBoK3w8lcxClPZRwCFYWhMK/CNNfDZEP0brOenbZR9vYTcscfW5jaEWmJWeZh386vsWfqT/5eoTYvtX61m+1erOfaR/6PTmMPjzuGtqOaLW6ewc8EmZ70FgA3vLUW5DYxmmVQWV6LcLpTWaDM8WiRANC3g9J+pK8ExJMrtwqzLZD7DlMtAmxajbxtLn7CAV0E4lJHy9UJSyD7lpBqXdSwrujCB6DEljiclUFHWDmL0bzr6XM6EpZ9/V7ubEGrNujfmhQgTB21aaNNi4T1v4ymtjDvHd3+ewc6Fm+wnYR4J7bXwllTiBrTXxIojTAIn+X74PHVxkr2I5tZw0o/9zwn8Dbbt1z5uX5/w9g2uTBfj7jyNHiN70fmYrgyeNJQrP7ieEdeOqukuBOGQQjwnQoOjLYvKr7+JfsyJJbEAbUQNbk3EvR5wj9sr/gZgl0TR0UWK1phFJbW8E6E2aMtiw1vz4/4CzSoPWz76nl4TonuwynYWsfmj5XEDRZxfvYvY5eUjjbN/xJfLoeXoIf7fogLK95TSsntrDhRGdkWGUC+NMhQDzx/MMZceyzGXigdPEOIhnhOhwalesBjvoqVRj/kzdJy6EkEZOzWJkvC4ALuBrPZ/k3U2wwgvgQUYBhkd2tT+ZoSEqS6uoGpvadwxyjAoWrsj5vEd8zcmFMEaaKCnaxzueD6CM2qieVtiph7H2Wd5TH75zCRy2uQR3JzHfzwoirbjoMM48Xcn12CtIAggnhMhCVTOmh1oCBgF21uiIwJa44mTeA3Twgtt2Rk+OjQ41rLIPU1c58nEyEjs7cTIcFH4+SrWvbOIkp/2klnQjB5nDaLnLwdTXcOSTzBOYCqEZtKE42TbuAiMDc+8CZ4zVkaNfz5nrMug/VGH0aJrK34149f8+MFy1n38A5VFlSi3QUVRJZ4KD/mHteCoiUMYcPaRuDPlLVcQEkFeKUKDY27bHjfeRIV9uwzfH0xounHkck00UROc6aN91bOaDT+SZsfED8QU6kbJ5t1snrGU8u0HyGqTS9XesphKU5sWu3/Yxqo3F/rLspdtP8D+NdtZ/ca39DzvmFpfP6RQWowxwfsN39+FGXYsaopvWI2T4GtiWhw1yS4nn5mTxaBJwxg0aVit7RcEIRIRJ0KDo5o3Rx8oink80eUbf4Ery+n2WrMwCT2uISub/LPH0OKSs5Nea+NQQ2vNin9+wtrX5tlZJ9q3xBar+J7LIKOgGbtXbrXPD45M1VC+s4iVz8z2iwff7jjXDyqGRhxhEuNAcMxKeFG1iMfB1/HVsB9y5Ui6HN8rjoWCkFxK1X4MVb/yCBaJtRdpbEScCA1O1sgRVLz9XlzlYGfpxEYpp1RK3QSFUpA5oBdtH7gVI7t+jbGE6Kyb8i1rX7OrsWq7i15gycSJCVHK9pCYFrldW3Nge0lsxREWTxS3MFrI/qAAVmKLlGD8fXaiLOE4hWI1gAHNW+fSsm87ti38CW1pOgzqwqBfjaDnOEn9FYRkIeJEaHCyx42h8uNZ6LLyiOWdeFVcI4n/MRN3DqVoftxgESZJwvKarHn5q5jHtbbr6nUa1ZfMguZ0GjOArLb5fHLJvxO+RiICxeUbY/lkSSLCJNhGgyDvSVBGj9Z2dk1WQTPOfv5SWvVqW4uZBUGoLyn1c5eUlHDXXXfRr18/mjVrRps2bTjrrLOYPXt2g11j4sSJKGU3i3v99dcbbF4hNkZBPvn33oHR1pcd43KBy/5TUznN0dm51Et4ECxyos+jMjPIOfn42pgt1IL9P26jan+Z71lItRkChUWgw6h+DL3vPDqdOKBOy2r+LCwCIsUi4J1xMHwXrDl3J3RuAtbS6dgedBjek5wOBbTq047hvzmJC9+/UYSJIKSAlHlOdu3axQknnMDatWvp2LEjZ599Njt37uSjjz7io48+4oknnuA3v/lNva4xdepUpk2bhlJ2yXOh8XB3PowWj03Gs3wl3jXrAMg4YgDuI+zme/v+8ADmlp+jqhCt7TiTaAImvGFgrMqyro4dUM2bNdTtHLR4K6rxllWSkd8cVy0yScwqe51aOUnhQVGldsyIxlKEFFwr6NmWjLxsPCWJZ+Q4+LOwiKxt4l+iwfn9+/NpEprX0HD0DScx5LoTa22XIAjJQekUfWqPHz+e999/n3HjxvHBBx/QvHlzAGbOnMkvf/lLtNYsXbqUo446qk7z79y5kyOOOIKuXbvSvHlz5s2bx2uvvcYll1xS67mKi4spKCigqKiI/Pz8OtkjhGLu3sv++x/F2rXHvy+4O3G0zJzIYMXoYywNaEXWUf1of8/1GDWIFKuymuIvF1OxdgvKZZAzdAC5Qw9HuQ7eANridTtY++JsdsxZBZbGyHLT5awh9LnyJLLb1vw3XrG7hJln/j8Mosd5+JdIXG6yWueS1TqPNkd1wfSYrHtnUUK1TKJhL+HUfHo04RqLQTecxNHXijARGo5kf2Y48/ds+cv6B8RqDxv3f5B2n28pefddtWoV77//Pi6XixdffNEvTADOPPNMLr/8cizLYvLkyXW+xrXXXktxcTEvvfQSbreE1qQbrratafW3B8i9+hLcfXthWbYo8XpVhDCJLNBmL9NFw79bQeXyNey4+19oT+wmhGVL17Bu0t1sf2wKBz76hv0fzuXne55j4zV/oXr7npjnNWX2ff8Tc698hp1f/ejPk7WqvGx5fxFfX/40FTsO1DhH0drtcdN3neUYbXqp2FnMgVVbWT/1Oza+u5AWvduFjK3t16NE3rSUnTaUwGSKPucMrp0BgiAknZSIk+nTpwMwcuRIunXrFnH8oosuAmDGjBl4PLVPc3r11Vf54IMPuPPOOxk0aFD9jBWShtEsm+annUTLP9+JNzMPr9eNaaqYcSTBnpL4KcSBx1WrN1H2zdKo46oKd1J497NY5b5lBtOyN6B62x62/PFfWNXpmWZXV7RlsfTet7C8pj/Dxn/MtKjeX8bKx/4X+3yt2beykKWPvB/FbxU+NtCHxt9uQEPJ+p0c9euTKOjVzl+QL5B/E19QBPdWijvOULQe0ImsVs1jGqlciq5j+pHTPn2+LQqCYJMScbJ0qf1hMXTo0KjHnf1lZWWsW7euVnNv3bqVW265hYEDB/KnP/2pfoYKjYJSitxTRtlVZVF+T0moxySyxkk4gfEq5IziGV9Gve6+d79AW1Z0pWNZeHbuo3jOklrfTzqzZ8EG2zMSo/udNi12fv0jlXuKI45V7S/j62tfYM4Vz1G5I3Ydm2CcQFVw2g3YwmHfDz9z/J/Pw6U0LoV/8/0FEE+kJOJp0ZamedtczvjPlWQVNI94p1OGIqdDASPuOiuh+xAEweb+++/3J5k4W//+DZ9Wn5L1jk2bNgHQtWvXqMfz8/PJz8+nuLiYTZs2cfjhiVf2vPrqqykpKeGll14iM7NuaaRVVVVUVVX5nxcXR75RCw1L3nmnUv71Isx9B1A1tmeLTnA1z2A8hTujji/+/+2deXwUVdb3f9WdTifp7ISshLAIAdk3EcMSFmUZIco2AUVGUHxwYx4BRR1keVEcHx9fnRlfRwUEcWRRkUUcQERREUeCsmoYAiEEspCEkJ2kl/P+0V3VW1V3J+lOOuP5fj6BpG7dc3/V6XSdOveec7/5WYqUKBms+u4kIu9s2U3aTPV6lB4+japf8iGoVYi6rTsih3TzShG5qtxrZg/B1da8JkJ1XimCYqwRBTKacOSJjajMkX8tZbFZxGqydTZMQPHRHJSdyndyMq0bOiqkD8vUJVGiIrcUEZ1iMHnbf+GXD44iZ9fPaKi8ieB2oeg2bSBuve92s+PCMEyj6NWrFw4ePCj97IulE63inFRVmXeH1el0iueEhoaisrKyUY7Bu+++i3379mHZsmWKURlPWLt2LVatWtXk/kzjUUeGI/Z/nkH5Wx/iZtZJgFyH7+XqpViez83/CjYlVohgatCj+pufUfnljzBWVkOTGAuqvQmXZbuIYKqrl2/zERWnLuGX5zbBcKMGQoAKIODqtm8R0ikOvV6dh6D4KNl+1ReLceOnCyAiRPbthLDUJNnz1MGBkmNim54Lm+8JQECwvWNfdOTfqDhX2OjrcSx2Jlh+MBlMaFDI2rHub+Pwu7Ec99R1rbpyHbUlVdDFhWPI4vEYsni8uYqtJ/NCDMMoEhAQgPj4eN+O0dgOTz/9NHbv3t3ogdatW4fhw3238VpeXh4WL16Mnj17YuXKlc2y9eyzz+Kpp56Sfq6srERycnIzFTLuCIiJQvvlj0FfcA1lr62D4fwlxXNF58P+KVp+PQqp1chbuBb6K9eknNT6iwVQmUwwWdJelRwUU72+xW5odVfLcOapd2FqMC/gJYP1Nlybdw2nHnsLgz5cCrXWujq/4Xo1zq7cgvKsC3Y51uG9O6L36tkIio+0GyMuLRWnBfu1onZXZnEKL277AakLxkCXFI3yX6/i5P/sadS1WM0LTt8JFo3uvAwB5kJugkoFMpqgS4hEt98PRe7+Myg7e9UjEcXHL6HzhD5Wm+yYMIwsjoEArVYLrVYre+758+eRmJiIoKAgDBs2DGvXrlWcCWkqjXZOCgoKcO7cuUYPVF1t3Uo9LCwMgHlNibvzPUltIiLMmzcPNTU12LBhg+IL6imufimM79EkxiL+1edwY8NHqN71hV2bXbqxSSU/LQCALDsSEwGG8irQ9VqrAUAKqwguphAAoO6XXJR+eAC6Ad1BRhOCOidAHeqbqYCCj76DqcEoP+VChPriGzizeD36vP4wVAFqGOv1+OmJd1B3uVQ6R6Tq1yv46dG/Y8imRdCEWVOpg9qHI6JbAiot2TaOiK9fwb4TuPZdNlIfuwsnX/nMafFscxALqLmbnlFr1Oj96FiQiRDdIwHxQ7tAUKlw65w7cOGzEziy/FP3Y7mavmKYNk61sQQqoXkTICYyPww5PoCvWLFC9kF/6NCh2LhxI1JTU1FYWIhVq1ZhxIgROHPmjHRv9waNvqoPPvig2ZVWO3XqhJ9++gmXL1+WbbedzunUqZNbexUVFTh06BBCQ0OxbNkyp/YTJ04AAF588UWsW7cO/fv3x+uvv95U+UwLETlvBrR9UlG18wAazpoXRgfEx6D+Sqm08JUsKSHijdZaLV+wmfpRXqthzSIxez0230pjlGzci5KNlgyWADXC0wciuGdnmG7qERgXhbBhvaFqRAEzJUoOnnC5mzMRUHHiInJe343uS+5F8RcnUJt7zXK1NufBvEbkZnEFCvccQ8fZI+3sNJTXuM6yASAQQV99E2de2QMykTXqYVcAT2ZfGrufrKPYLnMRZM91xqQ3QhcfgZTxfZza4od0dr92BkD7Ph3cjMIwDADk5+fbBQOUHtAnTpwofd+3b18MHToUKSkp2L59O+bPn+81Pa2y5mTgwIHYsWMHsrKyZNvF4zqdDt27d/fYbnV1NQ4fPqzYnp2djezs7MaJZVqV4CF9ETykrzmrBgBMhLzp/w1IKb6CZX2CFdsqsnpLzRRX0Xzb3Y0tG84qF/EyGFHxxTFUfHEMJjLbVumCkfTH6YgcM6jpFwrAeNN12rKos3DXv5AydywK92ZJpd1tHSpxV18iQuHnx+2ck9rCctTLZOLYjQPL62lJfxLIuo7HUYvtOhVnK1bk9six/T3JXqtKQOmpfFnnRBcXgY6jeyL/619BRpnR1SokDO2CsORoV5fKMIwFMRGlsURGRqJ79+7Iycnxqp5WSSW+5557AABHjhyRjZ58+OGHAIDJkydDo3Ff/S4yMhJEpPg1apS5+uPmzZtBRPj666+9di1MyyCoVOavADWEkGC36aQmS6VYlQCoVCaoBPOXIMjXF5V20YUl3dWVFqlcutmOsaYO+S9uRuWR042+LltCUtq7XAUsXTMBpYfPoOZisXQpkiaH9aP11ypQsPc4yk9eQvZbB/D1Pa86OXNO44idRTsCycqSao4IQECI+JQlX/3Etj4J2RxTuk6yzP24qtJ7+/N3I7xjjPOQgoDQhAikrbpHsS/DMN6huroaFy5cQEJCglfttopz0qtXL2RkZMBoNGL+/Pmoq6uT2v75z39i48aNUKlUePbZZ536PvDAA+jRowf+9re/taRkxk/QF5bCUG5+8nda+OpQRVaMmNgWAhMAqFUkORZKdixLa11qsdvTBUDBWzubtYdTwtQ7XBbxENdpCCoB9aWVMNXcdBl5AAB91U2cXfMxsv7rbVze9JUlTdu6QZ/zhn1krfwq2EeV5CACgmPC0P2B4XDt0lnOt/lf7mzb6SIymBA/tIuiraAoHSZ98DCGLJmAiM7mfXvCO8Vg0B/vxO8+/C8Ex3hv/pthGDNLlizB4cOHcenSJXz//fe49957oVarMWvWLK+O02p13d955x388ssvOHjwILp27YoRI0bg2rVrOHz4MIgIb7zxhuy+OpcvX8a5c+dQWvqfWVqccY2+uAzmmAXZTWeI2C5BkKYeHKYjAEClIhhNsKlGKzid48o3cbxpCwD0hWWoy7kCMphgqKxFYFwUgjt5nm4XN34gSr44gfKs87Kp1JLTZDSi/IdsMbzgUqPjNQSoABMRTATLhpjO00EmB9dBLdg7FY5jqAMDUHr6itvrc3Ye5TWLlxWWEoOEYbe4tKkJ0aLn7GHoOXuY2/EZhmk+V65cwaxZs1BWVob27dtj+PDh+OGHH9C+vXd372415yQ2NhZZWVlYu3YtPvnkE+zatQs6nQ7jx4/HkiVLMHbs2NaSxvgx6gixNo4Y+yCXNz1XUwdWF8d7/PuR1yx13cx2Q1KT0XHRVOhuTXHZj0wm6KvqkPpCJo7N+h8Ya5xrgNheS21OgbTpnqv1HrZttpEelWCNjjjadvRpBIsXSBCcxxTMtVOKvvu306JZu+tz+B0pFcwTCYoJQ/pf7vdK4TmGYbzH1q1bW2ScVtuVuC3BuxL7D0SE/AWr0XCluNluBZE5HVnuKd5ahkN+FLFSqWMmkMFo7kOCJSojAEJAAFL/+jh0PZzrAJgMRhRu+waFH3+HBstCVYJ443Z9hfYZM84TUUQCDAp23F2fYz/bBcKOUZSo/p1QcjIfZDTJOihS9rZlPKVMH5F2/Toi/c0HnArBMUxboaV2JY4NH+aVVOJrlUf97v7GjyVMm0IQBLSbf680pWMPQSmW4MKi0xGr4yHIjGHjFJBDH8tUiW1qMwggvQEXV70PY3WdvR2DEeee24S8tz+XHBOxj1qwxoaUVKsEy5fYCTZrQ8neaXHq72LRr1hyXqldckBUAsI6x4IEQaqDIjkuDq+RSVzkKsW75A2rgzQY9uJ0dkwY5jcOOydMm0N3e1/ELZsHlSVDhMi8oFO8WZtv0K6dFPtNBe2PQ3C+hTqeb45sqKx94FzHwzZ60FB4Hacy16D2vHVtxrV/ZqH86K9OMqV1MaKXYdsmY1+lkj/X5CIo6mm8VN4JNKNLboe0v8+HNioUgsp+KkmM/tj+FqwSbY6qrCuVA0K0GPnXOdAlRHomjmGY/1habc0JwzSH0FGDoRvWD6Xvfoyqvd/Y3Zfta3AoLxo1kcppXxmrYyLaIUs9E0sfqUaavV+vtH7CduGsqaYO/37qLfR872loYyJQuOOIw9l2t3GbTfNsj8ov8BUjKbY6VACM8rJcrvlwrGFiP7r1p/DOsdBG6ZA8oQ+uHDyjMJKzZgDQRoSg54IxKD2RBxDQfmAKOk3qB01okEs7DMP8NmDnhGm7CEDt4SzLZnIOTbI3WCuajglQqzSov3hVNsZil+kjOSj2mT1ymUFQGE9sMFTW4eT01Yga1Q91uUVSg+BworhY1ZxNZHaw3BWSs0YlzCeqVGbtRtn1I/bHlNrEq5a7JrEwXsLwVETdmoQb2QUelYsXABiq6pA89lZ0/33L7vjMMEzbgKd1mDZLzdFTMFXXKrZbb+b2N0x1TCQ6vvksTEajy9UptpkstkXEAPn1JrY4rr2wRUWE8q9PQiAjYJmOsh0HsJmestmhz91UjJ3zYmNHbaPIlQOl1Oa81NZMeNc48xgBaoz46wOIva2rjBB5iAgFX//q9jyGYZSpM5Sj1nC9WV91hvLWvgxZOHLCtFkMhSWAWgW42JTOXLhMMIcRjCYEJLZH4ktPQtAEwFRb36RxHR0TuzabyIU7Z0IFwLzzoCA/VSO4t6GEbbRDEAAVAUaC3TSN7TlymT9K9kQS77LWIQqMCMGIv81FRU4xLu44hgvb/+Van0oFfbVzujTDMAzAzgnThlGFhrjcKE8kZEgvqCPCEDK0D3S394WgNscStJ0SYChx/dTg6CA4Ln61PQ8QF5Dar1NxRHRfCOI6Efl1MeK0lDSx4yYg4Rz5EKzapCkf+2CpddJIObVY7G97yTFDukqRE1sibolDz3mjcOHjH10WMiGjCWEpMa4viGGY3yw8rcO0WXR39AcEF29hQYAmJQHxKx9F7FMPIDRtgOSYAEDU3cM9HkucuhELvctFOmxRC84rWRyjIKLj4a4EvRTlUMgwkvTBefWKrS2l6RlXGuzGsPk/IFqneF5QTBgSR6RCUCtdGBAYGYKEEanuB2UY5jcJOydMm0UdFY7wjNEuC3ZEPZBhrj0iQ+jtvRHcS3nvFosJqQCZYyDANnXZFtsoiq0dwHnaxKb0hyK2607sNdnbtW7Oa7t419GhUfZCXLyM0hjitolFh8663Eeo31OToAkLdt64TyVAEAQMWTkVqgC1fGeGYX7zsHPCtGmi501F+JQx1noZlsiIEKRFzOK50A3rp9hXEAQkr30UqnD5KIB1CkfMXLHPYLFdwCp3Y1cJZO9IKJzpSdTCbkGuJd1ZjJYYTY4VZcmpr/i/SiaiI6LkagiCc0qySW8EGZQSlQFdUhTGbl6IDnf2tnNQYvqnYOTb85AwnKMmDMMow+XrPYDL1/s/husVqPnuJ5gqaxCQEANd2gCogrQe9dVfu468596C/rI5tdd2MzyjSYBjsTXA2aGQy3QhAvQm99EBx1Rfu9ooJE7VOEdCrG02Y1qt2B0XzxX7Oo4pHhNUKikd2C4q42AzKCYM4z9/xu21AYC++ibqSioRGBaMIN4pmPkN0FLl68NCekAQmheBJDKiqjbb7+5vvCCW+Y8gIDoCEVNGN6mvJjYaXd95FjU/nUPptoOo+fm8pdy6vVMgt8uxUxvsoxqukGt3zNRRCYDRYcGseI5aAIwm+80LFWuSOOhU29gV2wa/Nhe5W4+g7McLUj+j1NfmolUCOk27zc3VWdGEBnFxNYZhGgU7JwwDc8QgdHBPFL9/ACaoFD0Ld4XQ7Evcy59s62rYTsc42rZ3JGTskPOYojUxpVkuLiqNY9OmCglEbFoqYtNSQUYTzm34GufePeTk7QgqAWFd49B11h2y18YwDOMN2DlhGBuMVbXuQx5uEKMmSs6JFF2x/OS28qto1LGEvF2KsMMiWxvHRC5FWIzymCx2kicPttpVq9Dj4THQJUXh3IavUXO5DACgDtYgZcpg9HhkLAJCPJsyYxiGaQrsnDCMDdrkWNRfKVGsn6I0rSO2QQBIpYZBL1+7REQIDICpQcx9cY/SdI0S1tRisbeyXQBImNDfqS150gB0mNgftQXlMNYbEJIYiYAg3i2YYRjfw84Jw9gQffcdqDxyWrHd3bqTjqvno/J0Hoq2fOVynI4LJ6Pgo29Rf7WsyVqV9siJSe+Na99mgwyuC9RZuwso2n8SkT07OJ0jCAJ0SdFN1sgwjO+42XADgqtaTx5A5L6QZWvAqcQMY0PokB4ISu0ou1ZDrr4IAMk3iHvobkSk9UHc1OFQhwYp5RdDmxSD4G4dUF9WDZPMmhHZcWWOK+0sfP3HHIR2iYNiyjA5RFRMhCt7slzWLWEYhmlJ2DlhGBsEQUDMzNFSxo2IbVqteFgVGgx1uA7haX3R+bXHETtrHAAgMDYSqf93IQLbR5ptqlUQd/cLjIvGLWsfxPn/swWmej1gElxWfgUAkyBYthi212JScFoMNTdRc6HIWhFWcHCs4OzUGGvqzXoYhmH8AJ7WYRgHIm7vBVWIFqbaekWnISAuCj3/sRyCSt6/13XvgL5bn0fRx9+i8B9fwlBRAwJws7AMZ+a/DmO9wXKmNZUXDtEYAUD8jBGImTgURZ9+j7Jvz8JYcxOGm3qYTDLVZm2dKaN1Gaw2MRp1V6+DCLL9AEAdHAiVVuP2tWEYhmkJOHLCMA6oggIR/+Akl+ckPjJF0TERqcsrxpUN+6CvqrMppCaA9AYIKvu9c4gES20VS3TGBHR76UGkPJ4BXdd4dF0yFbftWo7bv1iD+GlpZnuWari2UR7HzBxBrYIuOQZGkwATCU4F3cRzEn83ULHMP8MwTEvDzgnDyBAzdSQSF2ZAJWanWKZl1KHBSF42G5HpA9zauLJhP0x6o+zCEKuLYB8uIYujQhCgTWjn3E8Q0O2/M9D/7UcRd2d/CFoNxB2DZVOGjSZU5xQg/q6+CjsUqhCg06Lz/SPdXg/DMExLwdM6DCODIAhoP2O0OXvn+zMwXK+CJjYS4cN6QRXofvrDUF2H8iNn5Ves2o4D+XUjgTHhCEmJVewX0TsFEb1TUHmhGNX/LnB3MejzwgwERoUif8e/QHrrnjgRqYnos2IGguMjXdtgGIZpQdg5YRgXqIO1iBo7qNH9DJW1bh0ThX36AABJ94123tFXhugh3VCdU6g4lqBWIfq2blAFqNHzv+9G13ljcP1YDowNBoR1S0B4twS3YzAMw7Q07JwwjA8IiNCZp4JcOCgCLGtFxPPUKsBoQsKMEYiflubROEn3DkX+tu9AJvkdgslESJ5uLTUfGBGC+HF9G3MpDMMwLQ47JwzjAwJ0QYge1RfXvzkNGBWKHKkEdF32e9z48RwMVXUISmqHuLtvg65bksfjBCdGo/ea2Tjzpw9BJpPkDAlqFYgIPZZNQ1iq5/YYhmH8AXZOGMZHdJg3HhX/yobxZoNsBCXp/rGInTgYsRMHy/T2nPYje+H2LU/h6qf/Qtm//g2YCJEDu6DD1Nuh6xzXLNsMwzCtgUBcFtItlZWViIiIQEVFBcLDw1tbDtOGqL1YiNxXP0b12TzpmDo0GEkPjEP8zJGcvssw/4H4+p4h2tcExHulfL3eUOR39zeOnDCMDwnpkoBe/+8J1OYW4WZ+CdTBWoT16wJVIP/pMQzTPAyGG81+wPHX+AR/QjJMCxDSOR4hneNbWwbDMEybgIuwMQzDMAzjV7BzwjAMwzCMX8HOCcMwDMMwfgU7JwzDMAzD+BXsnDAMwzAM41ewc8IwDMMwjF/BzgnDMAzDMB7xzTffYPLkyUhMTIQgCNi5c6dPxmHnhGEYhmEYj6ipqUG/fv3w5ptv+nQcLsLGMAzDMIxHTJw4ERMnTvT5OOyceIBY3reysrKVlTAMwzD+jnivaInS8N4aw/H+ptVqodVqvWK7KbBz4gFVVVUAgOTk5FZWwjAMw7QVqqqqEBER4XW7gYGBiI+PR1FRkVfshYaGOt3fVqxYgZUrV3rFflNg58QDEhMTkZ+fj7CwMI82WaqsrERycjLy8/P9apdHV7DmlqMt6mbNLUNb1Ay0Td2+1ExEqKqqQmJiolftigQFBSE3NxcNDQ1esUdETve21oyaAOyceIRKpUKHDh0a3S88PLzN/KGKsOaWoy3qZs0tQ1vUDLRN3b7S7IuIiS1BQUEICgry6RitCWfrMAzDMAzjV3DkhGEYhmEYj6iurkZOTo70c25uLk6cOIHo6Gh07NjRa+Owc+IDtFotVqxY0epzdo2BNbccbVE3a24Z2qJmoG3qboua/YGsrCyMHj1a+vmpp54CAMydOxcbN2702jgCtUSuE8MwDMMwjIfwmhOGYRiGYfwKdk4YhmEYhvEr2DlhGIZhGMavYOeEYRiGYRi/gp2TZlJVVYXnnnsOqampCA4ORkxMDH73u9/h0KFDTbZ55swZPPjgg+jSpQu0Wi1CQkKQmpqKRx99FLm5uX6rW7T74osvYvDgwYiIiEBwcDBSUlJw77334uDBg36p2ZaZM2dCEAQIgoAPPvig2fa8qbm2thafffYZHn/8cfTr1w9hYWEIDAxEcnIyMjMzceTIEY9tffTRR0hPT0dUVBR0Oh369euHV155BXq9vtG6AOD48eOYMWMG4uLiEBQUhM6dO+OJJ57AtWvXmmTPl5p//vlnrF27FmPHjkVcXBw0Gg2ioqIwYsQIvPnmm01+DXypWY7PP/9ceq+OGzfOC2rN+ELzrl27MGXKFMTHxyMwMBCxsbG44447sHr1ar/UXVNTg7Vr12Lw4MEIDw+HRqNBfHw87r77buzevdtrmhkXENNkiouLqXv37gSAEhISaMaMGTRy5EgSBIEEQaC//OUvjba5a9cu0mg0BIC6du1KU6dOpcmTJ1NCQgIBIJ1OR998843f6SYiOn36NCUlJREA6tChA91zzz00ffp0uu2220ij0dDixYv9TrMtW7duJQAkCAIBoM2bNzfLnrc1v/vuuwSAAFBKSgplZGTQtGnT6JZbbpF0r1mzxq2dRYsWEQAKCAigu+66i6ZOnUqRkZEEgIYPH061tbWN0vXRRx9RQEAAAaAhQ4bQzJkzqUuXLgSA4uLi6Pz5842y50vNer1eeg1DQ0Np9OjRlJmZScOHDye1Wk0A6LbbbqPy8nK/0SzH9evXKTExUXqvjh07ttl6faG5vr6eZsyYQQAoODiYxowZQ7NmzaLRo0dTbGwstWvXzu90l5aW0q233iq9R+666y6aOXMmDRw4UHrvPPnkk17RzSjDzkkzyMjIkD4YampqpON79+4ltVpNKpWKTp486bG9+vp6iomJIQC0evVqMplMdm1/+MMfCAD16NHDr3QTERUVFVFsbCwFBATQW2+9ZaediKi8vJzOnj3rV5od9bdr144GDBhAaWlpXnFOvK1548aNNG/ePPrpp5/sjptMJvrf//1f6YPz66+/VrTx6aefSh+6x48fl46XlJRQnz59CECjnMirV69SSEgIAaC3335bOm4wGOj++++XHBbH90Nj8KZmvV5PgwYNou3bt9PNmzft2k6dOiU9BDz44INN1uttzXLcd999pFaraeHChV5zTnyh+YEHHiAAdM8991BJSYldm9FopKNHj/qd7ieffJIA0KBBg6isrMyube/evZIj7g3tjDLsnDSRs2fPEgBSq9V06dIlp/b58+cTAMrMzPTYZlZWlvRHZjQandqvXr0q3YCuX7/uN7qJiObMmUMA6KWXXmqSLlf4SrMtU6ZMIY1GQydOnKBRo0Y12zlpCc2OjB07lgDQ/PnzFc8ZMmQIAZCNsHz77bcEgLRaLd24ccOjMZcuXUoAaNy4cU5tVVVVFBERQQBo3759nl+IjzW7YvPmzdJTfkNDQ5Pt+FLzjh07CAAtXbqU3nvvPa85J97WfPDgQQJAvXv3btZr6Q5v6+7duzcBoO3bt8u233nnnQSAXnvttWbpZlzDzkkTWbNmDQGgkSNHyrZ/+eWX0jSMp3+YZ86c8cg5CQwMJL1e7ze6i4uLSaPRUHBwMFVWVjZJlyt8odmWTZs2EQB64YUXiIi84pz4WrMcS5YsIQB01113ybZfuXJFcm4vXrwoe05ycjIBoA8//NCjMcUppQ0bNsi2i07rggULPLuIFtDsCvFvEAAVFBQ0yYYvNZeUlFBsbCylpqZSXV2d15wTX2gWI4fr1q1rljZX+EL34MGDPXJO3n///SbrZtzDC2KbyM8//wwAGDx4sGy7eLympgbnz5/3yGZqaio6d+6M6upqvPjiiyCb4r0NDQ14/vnnAQDz589HQEDTdh7whe6vvvoKer0eAwYMQFhYGL7//ns8//zzeOSRR7B8+XIcPny4SVp9qVnk6tWrWLRoEXr37i29vt7Al5qVEO0kJCS41BQdHY3OnTu71CWe64qqqippjw131+mJPTm8rdkd4msYGBiI6OjoJtnwpeaFCxeitLQU69ev9+qOtN7WbDQa8eWXXwIARo4ciaKiIrz++utYuHAh/vjHP2LTpk2orq72O90AMHHiRADAn//8Z1y/ft2u7fPPP8dXX32F+Ph4TJkypamyGQ/gvXWaiJg1o7TRkbgNd2VlJXJzc3Hrrbe6tRkQEIB//OMfyMjIwAsvvIBNmzahf//+0Ov1OHbsGCoqKrBo0SK88sorfqX71KlTAID4+HjMmTPHKctlzZo1GDduHLZv346oqCi/0Czy0EMPoaqqCu+99x4CAwMbrU0JX2qW4/Tp09i7dy8AYNq0aU3SBADJycl257ri0qVL0vdKNhtjTw5va3YFEUl/W3fffXeT91zxleatW7fi448/xqJFi5CWltYkbUp4W/PFixcl5+OHH37Ao48+6uSMLF26FFu3bsWYMWOaKtsnr/UzzzyDH3/8Efv370dKSgrS0tIQGRmJnJwcHD9+HGlpaVi/fj0iIiKarJtxD0dOmkhVVRUAQKfTKZ4TGhoKAKisrPTY7rBhw3D06FEMGjQIFy5cwCeffILdu3ejsLAQffr0QXp6erNuor7QXVZWBgDYs2cPtmzZgpUrVyI3NxfXr1/Hjh07kJCQgIMHDyIzM9NvNAPAu+++i3379mHp0qWKT/5NxVea5aiursbs2bNhMBgwfvx4TJ48uUU0ifZc2WzuNbbk67hq1SocPXoUoaGhePnll5tsxxeai4qK8Nhjj6Fr16546aWXmqxNCW9rFj8TAHOkd9CgQTh27Biqqqpw4sQJTJo0CSUlJcjIyGhW5NAXr7VOp8OePXuwZMkS1NTUYP/+/di2bRuOHz+Odu3aYdy4cUhKSmqyZsYzfpORk6effrpJuerr1q3D8OHDfaDIys6dOzFnzhwkJSXhs88+wx133IGGhgZ8+eWXWLBgAe69917ExMSgXbt2Htv0tW5x+kmv1+PZZ5/FihUrpLajR49KztSBAweQkpKC4OBgtzZ9rTkvLw+LFy9Gz549sXLlSru2CxcuADC/T9asWeOxzZZ4fzii1+sxY8YMnDlzBl26dMHmzZtbdPz/FN5//32sXr0aKpUKGzZsQLdu3Vpbkh0LFixAeXk5PvnkE4SEhLS2HLfYTkknJSVh//79UiSqX79+2L17N/r3748zZ87g5Zdfxvr161tLqhOFhYXIyMjAqVOnsGbNGsyaNQuxsbH45Zdf8Kc//QmrVq3Czp078e233yIsLKy15f7H8pt0TgoKCnDu3LlG97MNS4pvypqaGrfnh4eHe2T/4sWLyMzMhFqtxr59+9CpUyepbfbs2di0aRMOHDiA0tJSlJaW+o1u2z/QRx55xK6toKAAeXl50s+XL1/2yKYvNRMR5s2bh5qaGmzYsMEpfN/Q0ADA/CFVWFjokV5fa5bDYDAgMzMT+/btQ0pKCg4dOoT27dsrnu9tTba/95qaGtkwd3OvsSVex48++gjz5s0DYI6mzZgxo0l2RLytedOmTdizZw8WLlyI9PT0ZmlTwpfvjT/84Q9Of2NqtRqPPPIInnjiiWYVZ/TF+2Pu3Lk4duwYXnnlFSxdulQ6PmTIEHz22WcYNGgQTp48iVdffRWrVq1qsnbGNb/JaZ0PPvgAZM5UatTXhAkTJBui46B0s62srJTCiLZOhiu2bNmC+vp6DBs2TLbP/v37pUVf77zzjt/o7tKlCwDzmhlxfldEfK3FD/yHH3641TVXVFTg0KFDCAkJwbJly5Cenm73VV9fDwDo0aMHRo0ahUWLFrW6ZkeMRiPuu+8+7NixA8nJyfjqq6+QkpLiso84Tn5+vuI5YpsnmmzHU7rOxtiTw9uaHdmxYwdmz54Nk8mEt99+W3JSmoO3NX/66acAgGPHjjm9V8Xpp+PHj0vHioqKWl1zp06dIAgCAOvngyPi8cY8AMiNY6tNjsbovnr1Kr744gsAwKxZs5zaNRoNpk+fDgDNrnjNuOY3GTnxBgMHDsSOHTuQlZUl2y4e1+l06N69u0c2xQ94Vx6++HTquIrcU3yhe9CgQQDMT/KVlZWIjIx0OkeM9Ijzv62tGTA/UbnKJMrOzkZ2dnbjxFrwlWbA7Jjcf//92L59u+SYKGUq2DJgwAAA5vUAubm5sn1EXQMHDnRrLzw8HLfccgtycnKQlZWFPn36NMteS2i2ZefOncjMzITRaMRbb72Fhx9+uEkaHfGVZqX3EgDcuHFDei/fvHmzMXIBeF9zaGgoUlNTkZ2drRjlbc5ngoi3dds62Uqfw839DGY8xAfpyb8JxHoIarWa8vLynNqbUmRr1apVBEtpcrk6JuXl5RQcHEwAaNu2bX6j22QyUceOHRVrA5SVlVF4eDgBoC1btviFZld4o86JrzQbjUaaPXs2AaDk5GTKyclpVP+WLsImlhD3tyJsu3fvJo1GQ4Ig0N///vcma1OipQrH+XMRtuXLlxMAmjRpkmy7WEF4/PjxfqM7Ly9Pqpty4MAB2XMyMzMJAE2cOLFZuhnXsHPSDMQiQ+PGjbPbu+Hzzz93WZ58zpw5lJqaSn/961/tjp8+fZpUKhUB5r0b6uvrpbbKykqaOnUqAaDo6GiqqKjwG91EROvXrycA1KlTJ8rOzpaO19TU0PTp0wkAdezYkerq6vxGsxLecE58odloNErlwJvimBApl/ouLS1VLPW9Y8cOSk1NpTFjxjjZsy1f/84770jHDQaDVIDNV+Xrm6p57969FBgYSIIg2JXc9ybe1qyEN50Tb2suKSmhqKgoAuDkAG7ZskXaF2jv3r1+pVt0dnr27Em5ubl2bZs3b/ba3luMa9g5aQbFxcXUrVs3Aswbu82cOZPS09OlN+8bb7wh20+8+a1YscKpbe3atZLn3qFDB8rIyKBJkyZJe+4EBQXR7t27/U43EdFDDz0kaUxPT6eMjAyKj4+XHKoff/zR7zS76uONjf+8qfmNN96Q3hvp6ek0d+5c2a+1a9e61CXuHaLRaGjChAk0bdo0KcKRlpbmtEmaeANMSUmRtbd9+3Zp07yhQ4fS73//e69v/OctzcXFxaTVaqW/L6XXcO7cuU57wbSWZld40znxheYDBw5QUFAQAaBevXrR9OnTacCAAdL7ePny5X6n+/Tp03aft+np6TR9+nTq1auXpPv+++9vlsPNuIedk2ZSUVFBy5Yto27dupFWq6Xo6GiaMGECHTx4ULGPuxvm4cOHaebMmZScnEyBgYGk1WrplltuoQULFtCvv/7qt7qJzE9Eo0aNooiICAoMDKSuXbvS448/Tvn5+X6rWamPN56MvKl5xYoV0oejq69Ro0a51bVt2zYaOXIkhYeHU3BwMPXu3Ztefvllu2idiCc3zaysLJo6dSq1b9+eAgMDKSUlhR577DEqKipyq8VTvKE5NzfXo9cQgNNTc2tpdoW3nRNfaD537hzNnTuXkpKSSKPRULt27WjSpEm0f/9+r2n2tu6ioiJ65plnqG/fvqTT6SggIIDat29P48ePb/KUOtM4BCKbhHSGYRiGYZhW5jeZSswwDMMwjP/CzgnDMAzDMH4FOycMwzAMw/gV7JwwDMMwDONXsHPCMAzDMIxfwc4JwzAMwzB+BTsnDMMwDMP4FeycMAzDMAzjV7BzwjAMwzCMX8HOCcMwDMMwfgU7JwzDMAzD+BXsnDAMwzAM41f8f+qLPJersLQSAAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.title(f\"$y = \\sin(2c \\pi x) + \\epsilon$\", fontsize=20)\n",
    "plt.scatter(\n",
    "    embeddings_manifold[:, 0], \n",
    "    embeddings_manifold[:, 1],\n",
    "    c=c[:, 0].squeeze().numpy(),\n",
    "    cmap='magma'\n",
    ")\n",
    "plt.xticks(fontsize=16)\n",
    "plt.yticks(fontsize=16)\n",
    "plt.colorbar(\n",
    "    boundaries=np.arange(\n",
    "    synthetic_dataset.freq_range[0],\n",
    "    synthetic_dataset.freq_range[1]+1, 1)\n",
    ")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 4.1 Results Interpretation\n",
    "\n",
    "The first two principal components of the representations learned by MOMENT show some structure. This suggests that the MOMENT may be able to capture subtle changes in the frequency of time series. For more results, refer to Fig. 4 and Fig. 7 in our [paper](https://arxiv.org/abs/2402.03885). "
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.11.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
